Profilling das automaticas

Dataset statistics

Number of variables	30
Number of observations	2083363
Missing cells	3373
Missing cells (%)	< 0.1%
Duplicate rows	174167
Duplicate rows (%)	8.4%
Total size in memory	476.8 MiB
Average record size in memory	240.0 B

Variable types

Categorical	24
Numeric	6

Warnings

`modalidade_de_apoio` has constant value "REEMBOLSÁVEL"	Constant
`forma_de_apoio` has constant value "INDIRETA"	Constant
Dataset has 174167 (8.4%) duplicate rows	Duplicates
`cliente` has a high cardinality: 397313 distinct values	High cardinality
`cpf_cnpj` has a high cardinality: 98152 distinct values	High cardinality
`municipio` has a high cardinality: 5140 distinct values	High cardinality
`data_da_contratacao` has a high cardinality: 5528 distinct values	High cardinality
`instrumento_financeiro` has a high cardinality: 80 distinct values	High cardinality
`subsetor_cnae_codigo` has a high cardinality: 1640 distinct values	High cardinality
`subsetor_cnae_nome` has a high cardinality: 1604 distinct values	High cardinality
`instituicao_financeira_credenciada` has a high cardinality: 127 distinct values	High cardinality
`cnpj_do_agente_financeiro` has a high cardinality: 127 distinct values	High cardinality
`valor_da_operacao_em_reais` is highly correlated with `valor_desembolsado_reais`	High correlation
`valor_desembolsado_reais` is highly correlated with `valor_da_operacao_em_reais`	High correlation
`custo_financeiro` is highly correlated with `modalidade_de_apoio` and 1 other fields	High correlation
`subsetor_cnae_agrupado` is highly correlated with `setor_cnae` and 4 other fields	High correlation
`uf` is highly correlated with `modalidade_de_apoio` and 1 other fields	High correlation
`area_operacional` is highly correlated with `modalidade_de_apoio` and 1 other fields	High correlation
`setor_cnae` is highly correlated with `subsetor_cnae_agrupado` and 3 other fields	High correlation
`subsetor_bndes` is highly correlated with `subsetor_cnae_agrupado` and 4 other fields	High correlation
`porte_do_cliente` is highly correlated with `modalidade_de_apoio` and 1 other fields	High correlation
`inovacao` is highly correlated with `modalidade_de_apoio` and 1 other fields	High correlation
`modalidade_de_apoio` is highly correlated with `custo_financeiro` and 14 other fields	High correlation
`instrumento_financeiro` is highly correlated with `modalidade_de_apoio` and 1 other fields	High correlation
`forma_de_apoio` is highly correlated with `custo_financeiro` and 14 other fields	High correlation
`setor_bndes` is highly correlated with `subsetor_cnae_agrupado` and 3 other fields	High correlation
`fonte_de_recurso_desembolsos` is highly correlated with `modalidade_de_apoio` and 1 other fields	High correlation
`produto` is highly correlated with `modalidade_de_apoio` and 1 other fields	High correlation
`situacao_da_operacao` is highly correlated with `modalidade_de_apoio` and 1 other fields	High correlation
`natureza_do_cliente` is highly correlated with `modalidade_de_apoio` and 1 other fields	High correlation
`valor_da_operacao_em_reais` is highly skewed (γ1 = 253.0599823)	Skewed
`valor_desembolsado_reais` is highly skewed (γ1 = 256.9119925)	Skewed
`prazo_carencia_meses` has 309940 (14.9%) zeros	Zeros

Reproduction

Analysis started	2021-08-19 01:45:21.701450
Analysis finished	2021-08-19 02:27:54.588715
Duration	42 minutes and 32.89 seconds
Software version	pandas-profiling v2.10.0
Download configuration	config.yaml

cliente
Categorical

HIGH CARDINALITY

Distinct	397313
Distinct (%)	19.1%
Missing	0
Missing (%)	0.0%
Memory size	15.9 MiB

BANCO DO BRASIL SA	87942
BANCO COOPERATIVO SICREDI S.A.	42745
BANCO REGIONAL DE DESENVOLVIMENTO DO EXTREMO SUL	39286
COOPERATIVA CENTRAL DE CREDITO RURAL COM INT (01401771)	32178
BANCO DO ESTADO DO RIO GRANDE DO SUL SA	24866
Other values (397308)	1856346

Length

Max length	55
Median length	30
Mean length	31.99611158
Min length	3

Characters and Unicode

Total characters	66659515
Distinct characters	80
Distinct categories	15 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	193235 ?
Unique (%)	9.3%

Sample

1st row	BANCO COOPERATIVO SICOOB S.A.
2nd row	BANCO REGIONAL DE DESENVOLVIMENTO DO EXTREMO SUL
3rd row	BANCO REGIONAL DE DESENVOLVIMENTO DO EXTREMO SUL
4th row	BANCO REGIONAL DE DESENVOLVIMENTO DO EXTREMO SUL
5th row	BANCO REGIONAL DE DESENVOLVIMENTO DO EXTREMO SUL

Value	Count	Frequency (%)
BANCO DO BRASIL SA	87942	4.2%
BANCO COOPERATIVO SICREDI S.A.	42745	2.1%
BANCO REGIONAL DE DESENVOLVIMENTO DO EXTREMO SUL	39286	1.9%
COOPERATIVA CENTRAL DE CREDITO RURAL COM INT (01401771)	32178	1.5%
BANCO DO ESTADO DO RIO GRANDE DO SUL SA	24866	1.2%
BANCO BRADESCO S.A.	18265	0.9%
BANCO DE DESENVOLVIMENTO DO ESPIRITO SANTO S/A	16849	0.8%
INDUSTRIAS ROMI S A	14754	0.7%
COOPERATIVA CENTRAL DE CREDITO RURAL COM INTERACAO SOLI	14035	0.7%
BANCO SANTANDER (BRASIL) S.A.	12442	0.6%
Other values (397303)	1780001	85.4%

Histogram of lengths of the category

Value	Count	Frequency (%)
ltda	1239113	11.8%
de	559896	5.3%
e	454301	4.3%
me	274516	2.6%
transportes	271098	2.6%
	264949	2.5%
do	258251	2.5%
banco	256112	2.4%
comercio	176286	1.7%
s.a	143335	1.4%
Other values (161478)	6586224	62.8%

Most occurring characters

Value	Count	Frequency (%)
	8534230	12.8%
A	7651860	11.5%
E	5549057	8.3%
O	5281545	7.9%
R	4727129	7.1%
T	4328709	6.5%
S	4145484	6.2%
I	4128240	6.2%
D	3454519	5.2%
L	3186999	4.8%
Other values (70)	15671743	23.5%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	56650708	85.0%
Space Separator	8534230	12.8%
Other Punctuation	711841	1.1%
Decimal Number	426992	0.6%
Dash Punctuation	230696	0.3%
Open Punctuation	52187	0.1%
Close Punctuation	52186	0.1%
Math Symbol	242	< 0.1%
Modifier Symbol	151	< 0.1%
Lowercase Letter	130	< 0.1%
Other values (5)	152	< 0.1%

Most frequent character per category

Value	Count	Frequency (%)
A	7651860	13.5%
E	5549057	9.8%
O	5281545	9.3%
R	4727129	8.3%
T	4328709	7.6%
S	4145484	7.3%
I	4128240	7.3%
D	3454519	6.1%
L	3186999	5.6%
C	2897057	5.1%
Other values (18)	11300109	19.9%

Value	Count	Frequency (%)
.	489366	68.7%
/	112972	15.9%
&	79893	11.2%
,	25700	3.6%
'	2596	0.4%
?	539	0.1%
%	515	0.1%
:	100	< 0.1%
"	60	< 0.1%
!	35	< 0.1%
Other values (4)	65	< 0.1%

Value	Count	Frequency (%)
á	32	24.6%
ç	28	21.5%
a	25	19.2%
é	24	18.5%
o	6	4.6%
í	5	3.8%
ô	4	3.1%
e	2	1.5%
û	2	1.5%
s	1	0.8%

Value	Count	Frequency (%)
1	113794	26.7%
0	93592	21.9%
7	80649	18.9%
4	46230	10.8%
2	19147	4.5%
9	16079	3.8%
3	15656	3.7%
8	14408	3.4%
6	13791	3.2%
5	13646	3.2%

Value	Count	Frequency (%)
+	200	82.6%
=	32	13.2%
~	7	2.9%
¬	3	1.2%

Value	Count	Frequency (%)
(	52186	> 99.9%
[	1	< 0.1%

Value	Count	Frequency (%)
)	52185	> 99.9%
]	1	< 0.1%

Value	Count	Frequency (%)
	16	72.7%
	6	27.3%

Value	Count	Frequency (%)
	8534230	100.0%

Value	Count	Frequency (%)
-	230696	100.0%

Value	Count	Frequency (%)
º	50	100.0%

Value	Count	Frequency (%)
¦	57	100.0%

Value	Count	Frequency (%)
_	18	100.0%

Value	Count	Frequency (%)
`	151	100.0%

Value	Count	Frequency (%)
$	5	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	56650888	85.0%
Common	10008627	15.0%

Most frequent character per script

Value	Count	Frequency (%)
A	7651860	13.5%
E	5549057	9.8%
O	5281545	9.3%
R	4727129	8.3%
T	4328709	7.6%
S	4145484	7.3%
I	4128240	7.3%
D	3454519	6.1%
L	3186999	5.6%
C	2897057	5.1%
Other values (30)	11300289	19.9%

Value	Count	Frequency (%)
	8534230	85.3%
.	489366	4.9%
-	230696	2.3%
1	113794	1.1%
/	112972	1.1%
0	93592	0.9%
7	80649	0.8%
&	79893	0.8%
(	52186	0.5%
)	52185	0.5%
Other values (30)	169064	1.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	66658874	> 99.9%
None	641	< 0.1%

Most frequent character per block

Value	Count	Frequency (%)
	8534230	12.8%
A	7651860	11.5%
E	5549057	8.3%
O	5281545	7.9%
R	4727129	7.1%
T	4328709	6.5%
S	4145484	6.2%
I	4128240	6.2%
D	3454519	5.2%
L	3186999	4.8%
Other values (57)	15671102	23.5%

Value	Count	Frequency (%)
Ç	403	62.9%
¦	57	8.9%
º	50	7.8%
á	32	5.0%
ç	28	4.4%
é	24	3.7%
¡	22	3.4%
É	10	1.6%
í	5	0.8%
ô	4	0.6%
Other values (3)	6	0.9%

cpf_cnpj
Categorical

HIGH CARDINALITY

Distinct	98152
Distinct (%)	4.7%
Missing	0
Missing (%)	0.0%
Memory size	15.9 MiB

*.00.000/0001-**	87954
*.81.521/0001-**	42746
*.16.560/0001-**	39319
*.01.771/0001-**	32188
*.02.067/0001-**	24879
Other values (98147)	1856277

Length

Max length	18
Median length	18
Mean length	18
Min length	18

Characters and Unicode

Total characters	37500534
Distinct characters	14
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3573 ?
Unique (%)	0.2%

Sample

1st row	*.38.232/0001-**
2nd row	*.16.560/0001-**
3rd row	*.16.560/0001-**
4th row	*.16.560/0001-**
5th row	*.16.560/0001-**

Value	Count	Frequency (%)
*.00.000/0001-**	87954	4.2%
*.81.521/0001-**	42746	2.1%
*.16.560/0001-**	39319	1.9%
*.01.771/0001-**	32188	1.5%
*.02.067/0001-**	24879	1.2%
*.46.948/0001-**	18279	0.9%
*.45.829/0001-**	16858	0.8%
*.20.428/0001-**	14755	0.7%
*.02.627/0001-**	14060	0.7%
*.00.888/0001-**	12450	0.6%
Other values (98142)	1779875	85.4%

Histogram of lengths of the category

Value	Count	Frequency (%)
00.000/0001	87954	4.2%
81.521/0001	42746	2.1%
16.560/0001	39319	1.9%
01.771/0001	32188	1.5%
02.067/0001	24879	1.2%
46.948/0001	18279	0.9%
45.829/0001	16858	0.8%
20.428/0001	14755	0.7%
02.627/0001	14060	0.7%
00.888/0001	12450	0.6%
Other values (98142)	1779875	85.4%

Most occurring characters

Value	Count	Frequency (%)
*	10416815	27.8%
0	7758109	20.7%
.	4166726	11.1%
1	3154875	8.4%
/	2083363	5.6%
-	2083363	5.6%
2	1043055	2.8%
8	1033216	2.8%
6	1000455	2.7%
5	992650	2.6%
Other values (4)	3767907	10.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	18750267	50.0%
Other Punctuation	16666904	44.4%
Dash Punctuation	2083363	5.6%

Most frequent character per category

Value	Count	Frequency (%)
0	7758109	41.4%
1	3154875	16.8%
2	1043055	5.6%
8	1033216	5.5%
6	1000455	5.3%
5	992650	5.3%
7	979515	5.2%
4	959005	5.1%
3	918769	4.9%
9	910618	4.9%

Value	Count	Frequency (%)
*	10416815	62.5%
.	4166726	25.0%
/	2083363	12.5%

Value	Count	Frequency (%)
-	2083363	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	37500534	100.0%

Most frequent character per script

Value	Count	Frequency (%)
*	10416815	27.8%
0	7758109	20.7%
.	4166726	11.1%
1	3154875	8.4%
/	2083363	5.6%
-	2083363	5.6%
2	1043055	2.8%
8	1033216	2.8%
6	1000455	2.7%
5	992650	2.6%
Other values (4)	3767907	10.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	37500534	100.0%

Most frequent character per block

Value	Count	Frequency (%)
*	10416815	27.8%
0	7758109	20.7%
.	4166726	11.1%
1	3154875	8.4%
/	2083363	5.6%
-	2083363	5.6%
2	1043055	2.8%
8	1033216	2.8%
6	1000455	2.7%
5	992650	2.6%
Other values (4)	3767907	10.0%

uf
Categorical

HIGH CORRELATION

Distinct	27
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.9 MiB

SP	434734
RS	288488
PR	275219
MG	232436
SC	216139
Other values (22)	636347

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	6250089
Distinct characters	18
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	SP
2nd row	RS
3rd row	RS
4th row	RS
5th row	RS

Value	Count	Frequency (%)
SP	434734	20.9%
RS	288488	13.8%
PR	275219	13.2%
MG	232436	11.2%
SC	216139	10.4%
RJ	79365	3.8%
GO	73032	3.5%
BA	72898	3.5%
ES	62616	3.0%
MT	53894	2.6%
Other values (17)	294542	14.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
sp	434734	20.9%
rs	288488	13.8%
pr	275219	13.2%
mg	232436	11.2%
sc	216139	10.4%
rj	79365	3.8%
go	73032	3.5%
ba	72898	3.5%
es	62616	3.0%
mt	53894	2.6%
Other values (17)	294542	14.1%

Most occurring characters

Value	Count	Frequency (%)
	2083363	33.3%
S	1042852	16.7%
P	814644	13.0%
R	679619	10.9%
M	354473	5.7%
G	305468	4.9%
C	253913	4.1%
A	155054	2.5%
E	154206	2.5%
O	109065	1.7%
Other values (8)	297432	4.8%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	4166726	66.7%
Space Separator	2083363	33.3%

Most frequent character per category

Value	Count	Frequency (%)
S	1042852	25.0%
P	814644	19.6%
R	679619	16.3%
M	354473	8.5%
G	305468	7.3%
C	253913	6.1%
A	155054	3.7%
E	154206	3.7%
O	109065	2.6%
B	86104	2.1%
Other values (7)	211328	5.1%

Value	Count	Frequency (%)
	2083363	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	4166726	66.7%
Common	2083363	33.3%

Most frequent character per script

Value	Count	Frequency (%)
S	1042852	25.0%
P	814644	19.6%
R	679619	16.3%
M	354473	8.5%
G	305468	7.3%
C	253913	6.1%
A	155054	3.7%
E	154206	3.7%
O	109065	2.6%
B	86104	2.1%
Other values (7)	211328	5.1%

Value	Count	Frequency (%)
	2083363	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6250089	100.0%

Most frequent character per block

Value	Count	Frequency (%)
	2083363	33.3%
S	1042852	16.7%
P	814644	13.0%
R	679619	10.9%
M	354473	5.7%
G	305468	4.9%
C	253913	4.1%
A	155054	2.5%
E	154206	2.5%
O	109065	1.7%
Other values (8)	297432	4.8%

municipio
Categorical

HIGH CARDINALITY

Distinct	5140
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	15.9 MiB

SAO PAULO	72463
BELO HORIZONTE	32333
CURITIBA	31242
RIO DE JANEIRO	27641
GOIANIA	16161
Other values (5135)	1903523

Length

Max length	32
Median length	9
Mean length	10.50826764
Min length	3

Characters and Unicode

Total characters	21892536
Distinct characters	29
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	101 ?
Unique (%)	< 0.1%

Sample

1st row	PEDREGULHO
2nd row	TRES DE MAIO
3rd row	ERECHIM
4th row	ERECHIM
5th row	HUMAITA

Value	Count	Frequency (%)
SAO PAULO	72463	3.5%
BELO HORIZONTE	32333	1.6%
CURITIBA	31242	1.5%
RIO DE JANEIRO	27641	1.3%
GOIANIA	16161	0.8%
MARINGA	15910	0.8%
FORTALEZA	15455	0.7%
RECIFE	15342	0.7%
PORTO ALEGRE	14995	0.7%
SALVADOR	14552	0.7%
Other values (5130)	1827269	87.7%

Histogram of lengths of the category

Value	Count	Frequency (%)
sao	192539	5.5%
do	167345	4.8%
de	98125	2.8%
rio	74271	2.1%
paulo	74169	2.1%
sul	63163	1.8%
santa	37591	1.1%
nova	35451	1.0%
campo	35153	1.0%
belo	34540	1.0%
Other values (3865)	2661033	76.6%

Most occurring characters

Value	Count	Frequency (%)
A	3635252	16.6%
O	2280591	10.4%
I	1717815	7.8%
R	1682212	7.7%
E	1448435	6.6%
	1390017	6.3%
S	1268368	5.8%
N	1117875	5.1%
U	881837	4.0%
T	839433	3.8%
Other values (19)	5630701	25.7%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	20480314	93.5%
Space Separator	1390017	6.3%
Other Punctuation	11469	0.1%
Dash Punctuation	10736	< 0.1%

Most frequent character per category

Value	Count	Frequency (%)
A	3635252	17.7%
O	2280591	11.1%
I	1717815	8.4%
R	1682212	8.2%
E	1448435	7.1%
S	1268368	6.2%
N	1117875	5.5%
U	881837	4.3%
T	839433	4.1%
L	836799	4.1%
Other values (16)	4771697	23.3%

Value	Count	Frequency (%)
	1390017	100.0%

Value	Count	Frequency (%)
-	10736	100.0%

Value	Count	Frequency (%)
'	11469	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	20480314	93.5%
Common	1412222	6.5%

Most frequent character per script

Value	Count	Frequency (%)
A	3635252	17.7%
O	2280591	11.1%
I	1717815	8.4%
R	1682212	8.2%
E	1448435	7.1%
S	1268368	6.2%
N	1117875	5.5%
U	881837	4.3%
T	839433	4.1%
L	836799	4.1%
Other values (16)	4771697	23.3%

Value	Count	Frequency (%)
	1390017	98.4%
'	11469	0.8%
-	10736	0.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	21892536	100.0%

Most frequent character per block

Value	Count	Frequency (%)
A	3635252	16.6%
O	2280591	10.4%
I	1717815	7.8%
R	1682212	7.7%
E	1448435	6.6%
	1390017	6.3%
S	1268368	5.8%
N	1117875	5.1%
U	881837	4.0%
T	839433	3.8%
Other values (19)	5630701	25.7%

municipio_codigo
Real number (ℝ_≥0)

Distinct	5418
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3664379.874
Minimum	0
Maximum	9999999
Zeros	26
Zeros (%)	< 0.1%
Memory size	15.9 MiB

Quantile statistics

Minimum	0
5-th percentile	2111300
Q1	3167004
median	3550308
Q3	4213609
95-th percentile	5107602
Maximum	9999999
Range	9999999
Interquartile range (IQR)	1046605

Descriptive statistics

Standard deviation	838415.3134
Coefficient of variation (CV)	0.2288014186
Kurtosis	0.9026096602
Mean	3664379.874
Median Absolute Deviation (MAD)	573500
Skewness	-0.5651104449
Sum	7.634233447 × 10¹²
Variance	7.029402377 × 10¹¹
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3550308	72463	3.5%
3106200	32333	1.6%
4106902	31242	1.5%
3304557	27641	1.3%
5208707	16161	0.8%
4115200	15910	0.8%
2304400	15455	0.7%
2611606	15342	0.7%
4314902	14995	0.7%
2927408	14552	0.7%
Other values (5408)	1827269	87.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	26	< 0.1%
1100015	228	< 0.1%
1100023	1570	0.1%
1100031	17	< 0.1%
1100049	956	< 0.1%

Value	Count	Frequency (%)
9999999	122	< 0.1%
5300108	14454	0.7%
5222302	34	< 0.1%
5222203	30	< 0.1%
5222054	401	< 0.1%

data_da_contratacao
Categorical

HIGH CARDINALITY

Distinct	5528
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	15.9 MiB

2004-06-30	8281
2013-12-27	5280
2013-12-30	5051
2012-12-17	4478
2005-06-20	4341
Other values (5523)	2055932

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	20833630
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	293 ?
Unique (%)	< 0.1%

Sample

1st row	2002-01-02
2nd row	2002-01-02
3rd row	2002-01-02
4th row	2002-01-02
5th row	2002-01-02

Value	Count	Frequency (%)
2004-06-30	8281	0.4%
2013-12-27	5280	0.3%
2013-12-30	5051	0.2%
2012-12-17	4478	0.2%
2005-06-20	4341	0.2%
2010-03-12	4063	0.2%
2010-06-02	3848	0.2%
2005-06-30	3778	0.2%
2011-10-19	3730	0.2%
2013-11-06	3633	0.2%
Other values (5518)	2036880	97.8%

Histogram of lengths of the category

Value	Count	Frequency (%)
2004-06-30	8281	0.4%
2013-12-27	5280	0.3%
2013-12-30	5051	0.2%
2012-12-17	4478	0.2%
2005-06-20	4341	0.2%
2010-03-12	4063	0.2%
2010-06-02	3848	0.2%
2005-06-30	3778	0.2%
2011-10-19	3730	0.2%
2013-11-06	3633	0.2%
Other values (5518)	2036880	97.8%

Most occurring characters

Value	Count	Frequency (%)
0	5529049	26.5%
-	4166726	20.0%
2	3643291	17.5%
1	3412098	16.4%
3	723404	3.5%
4	627673	3.0%
5	569495	2.7%
6	560446	2.7%
9	550369	2.6%
8	527330	2.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	16666904	80.0%
Dash Punctuation	4166726	20.0%

Most frequent character per category

Value	Count	Frequency (%)
0	5529049	33.2%
2	3643291	21.9%
1	3412098	20.5%
3	723404	4.3%
4	627673	3.8%
5	569495	3.4%
6	560446	3.4%
9	550369	3.3%
8	527330	3.2%
7	523749	3.1%

Value	Count	Frequency (%)
-	4166726	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	20833630	100.0%

Most frequent character per script

Value	Count	Frequency (%)
0	5529049	26.5%
-	4166726	20.0%
2	3643291	17.5%
1	3412098	16.4%
3	723404	3.5%
4	627673	3.0%
5	569495	2.7%
6	560446	2.7%
9	550369	2.6%
8	527330	2.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	20833630	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	5529049	26.5%
-	4166726	20.0%
2	3643291	17.5%
1	3412098	16.4%
3	723404	3.5%
4	627673	3.0%
5	569495	2.7%
6	560446	2.7%
9	550369	2.6%
8	527330	2.5%

valor_da_operacao_em_reais
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED

Distinct	226554
Distinct (%)	10.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	273316.6764
Minimum	8
Maximum	1000000000
Zeros	0
Zeros (%)	0.0%
Memory size	15.9 MiB

Quantile statistics

Minimum	8
5-th percentile	5160
Q1	41785
median	112500
Q3	233000
95-th percentile	857500
Maximum	1000000000
Range	999999992
Interquartile range (IQR)	191215

Descriptive statistics

Standard deviation	1671683.305
Coefficient of variation (CV)	6.116287255
Kurtosis	108744.3808
Mean	273316.6764
Median Absolute Deviation (MAD)	84830
Skewness	253.0599823
Sum	5.69417851 × 10¹¹
Variance	2.794525072 × 10¹²
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100000	23593	1.1%
10000	22497	1.1%
200000	21403	1.0%
5000	14706	0.7%
50000	14229	0.7%
150000	12592	0.6%
18000	10700	0.5%
30000	9972	0.5%
4000	9939	0.5%
6000	9812	0.5%
Other values (226544)	1933920	92.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
8	1	< 0.1%
10	2	< 0.1%
18	1	< 0.1%
31	1	< 0.1%
40	1	< 0.1%

Value	Count	Frequency (%)
1000000000	1	< 0.1%
714938313	1	< 0.1%
601544284	1	< 0.1%
600000000	1	< 0.1%
500000000	2	< 0.1%

valor_desembolsado_reais
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED

Distinct	229424
Distinct (%)	11.0%
Missing	2937
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%

Mean	268115.0582
Minimum	8
Maximum	999999999
Zeros	0
Zeros (%)	0.0%
Memory size	15.9 MiB

Quantile statistics

Minimum	8
5-th percentile	5130
Q1	41590
median	112400
Q3	232000
95-th percentile	843734.5
Maximum	999999999
Range	999999991
Interquartile range (IQR)	190410

Descriptive statistics

Standard deviation	1594244.404
Coefficient of variation (CV)	5.946120353
Kurtosis	115126.2986
Mean	268115.0582
Median Absolute Deviation (MAD)	84600
Skewness	256.9119925
Sum	5.577935381 × 10¹¹
Variance	2.541615221 × 10¹²
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100000	23570	1.1%
10000	22479	1.1%
200000	21342	1.0%
5000	14703	0.7%
50000	14188	0.7%
150000	12532	0.6%
18000	10696	0.5%
30000	9945	0.5%
4000	9937	0.5%
6000	9811	0.5%
Other values (229414)	1931223	92.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
8	1	< 0.1%
10	2	< 0.1%
18	1	< 0.1%
31	1	< 0.1%
40	1	< 0.1%

Value	Count	Frequency (%)
999999999	1	< 0.1%
601544284	1	< 0.1%
600000000	1	< 0.1%
500000000	2	< 0.1%
481202202	1	< 0.1%

fonte_de_recurso_desembolsos
Categorical

HIGH CORRELATION

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.9 MiB

RECURSOS LIVRES - TESOURO	1235930
RECURSOS LIVRES - PRÓPRIOS	379277
RECURSOS LIVRES - FAT	237389
RECURSOS VINCULADOS - FAT DEPÓSITOS ESPECIAIS	176571
RECURSOS LIVRES - ORGANISMOS	36017
Other values (4)	18179

Length

Max length	45
Median length	25
Mean length	26.48261825
Min length	1

Characters and Unicode

Total characters	55172907
Distinct characters	21
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	RECURSOS LIVRES - TESOURO
2nd row	RECURSOS VINCULADOS - FAT DEPÓSITOS ESPECIAIS
3rd row	RECURSOS VINCULADOS - FAT DEPÓSITOS ESPECIAIS
4th row	RECURSOS VINCULADOS - FAT DEPÓSITOS ESPECIAIS
5th row	RECURSOS VINCULADOS - FAT DEPÓSITOS ESPECIAIS

Value	Count	Frequency (%)
RECURSOS LIVRES - TESOURO	1235930	59.3%
RECURSOS LIVRES - PRÓPRIOS	379277	18.2%
RECURSOS LIVRES - FAT	237389	11.4%
RECURSOS VINCULADOS - FAT DEPÓSITOS ESPECIAIS	176571	8.5%
RECURSOS LIVRES - ORGANISMOS	36017	1.7%
RECURSOS VINCULADOS - PIS/PASEP	14794	0.7%
-	2937	0.1%
RECURSOS VINCULADOS - FUNDO CLIMA	263	< 0.1%
RECURSOS LIVRES - FND	185	< 0.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
	2083363	24.0%
recursos	2080426	24.0%
livres	1888798	21.8%
tesouro	1235930	14.2%
fat	413960	4.8%
próprios	379277	4.4%
vinculados	191628	2.2%
especiais	176571	2.0%
depósitos	176571	2.0%
organismos	36017	0.4%
Other values (4)	15505	0.2%

Most occurring characters

Value	Count	Frequency (%)
S	8664391	15.7%
R	8080151	14.6%
	6594683	12.0%
E	5749661	10.4%
O	5372059	9.7%
U	3508247	6.4%
I	3040490	5.5%
C	2448888	4.4%
-	2083363	3.8%
L	2080689	3.8%
Other values (11)	7550285	13.7%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	46480067	84.2%
Space Separator	6594683	12.0%
Dash Punctuation	2083363	3.8%
Other Punctuation	14794	< 0.1%

Most frequent character per category

Value	Count	Frequency (%)
S	8664391	18.6%
R	8080151	17.4%
E	5749661	12.4%
O	5372059	11.6%
U	3508247	7.5%
I	3040490	6.5%
C	2448888	5.3%
L	2080689	4.5%
V	2080426	4.5%
T	1826461	3.9%
Other values (8)	3628604	7.8%

Value	Count	Frequency (%)
	6594683	100.0%

Value	Count	Frequency (%)
-	2083363	100.0%

Value	Count	Frequency (%)
/	14794	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	46480067	84.2%
Common	8692840	15.8%

Most frequent character per script

Value	Count	Frequency (%)
S	8664391	18.6%
R	8080151	17.4%
E	5749661	12.4%
O	5372059	11.6%
U	3508247	7.5%
I	3040490	6.5%
C	2448888	5.3%
L	2080689	4.5%
V	2080426	4.5%
T	1826461	3.9%
Other values (8)	3628604	7.8%

Value	Count	Frequency (%)
	6594683	75.9%
-	2083363	24.0%
/	14794	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	54617059	99.0%
None	555848	1.0%

Most frequent character per block

Value	Count	Frequency (%)
S	8664391	15.9%
R	8080151	14.8%
	6594683	12.1%
E	5749661	10.5%
O	5372059	9.8%
U	3508247	6.4%
I	3040490	5.6%
C	2448888	4.5%
-	2083363	3.8%
L	2080689	3.8%
Other values (10)	6994437	12.8%

Value	Count	Frequency (%)
Ó	555848	100.0%

custo_financeiro
Categorical

HIGH CORRELATION

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.9 MiB

TAXA FIXA	1215892
TJLP	563382
TJ462	159600
TLP	79331
SELIC	56629
Other values (6)	8529

Length

Max length	12
Median length	9
Mean length	7.003982023
Min length	3

Characters and Unicode

Total characters	14591837
Distinct characters	29
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	TAXA FIXA
2nd row	TAXA FIXA
3rd row	TAXA FIXA
4th row	TAXA FIXA
5th row	TAXA FIXA

Value	Count	Frequency (%)
TAXA FIXA	1215892	58.4%
TJLP	563382	27.0%
TJ462	159600	7.7%
TLP	79331	3.8%
SELIC	56629	2.7%
US$ / CESTA	5280	0.3%
TJ453	2973	0.1%
75% da SELIC	230	< 0.1%
90% da SELIC	28	< 0.1%
OUTROS	16	< 0.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
fixa	1215892	36.7%
taxa	1215892	36.7%
tjlp	563382	17.0%
tj462	159600	4.8%
tlp	79331	2.4%
selic	56887	1.7%
cesta	5280	0.2%
us	5280	0.2%
	5280	0.2%
tj453	2973	0.1%
Other values (5)	534	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
A	3652958	25.0%
X	2431784	16.7%
T	2026474	13.9%
I	1272779	8.7%
	1226968	8.4%
F	1215894	8.3%
J	725955	5.0%
L	699600	4.8%
P	642713	4.4%
4	162573	1.1%
Other values (19)	534139	3.7%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	12865300	88.2%
Space Separator	1226968	8.4%
Decimal Number	488235	3.3%
Other Punctuation	5538	< 0.1%
Currency Symbol	5280	< 0.1%
Lowercase Letter	516	< 0.1%

Most frequent character per category

Value	Count	Frequency (%)
A	3652958	28.4%
X	2431784	18.9%
T	2026474	15.8%
I	1272779	9.9%
F	1215894	9.5%
J	725955	5.6%
L	699600	5.4%
P	642713	5.0%
S	67463	0.5%
C	62167	0.5%
Other values (5)	67513	0.5%

Value	Count	Frequency (%)
4	162573	33.3%
6	159600	32.7%
2	159600	32.7%
5	3203	0.7%
3	2973	0.6%
7	230	< 0.1%
9	28	< 0.1%
0	28	< 0.1%

Value	Count	Frequency (%)
/	5280	95.3%
%	258	4.7%

Value	Count	Frequency (%)
d	258	50.0%
a	258	50.0%

Value	Count	Frequency (%)
	1226968	100.0%

Value	Count	Frequency (%)
$	5280	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	12865816	88.2%
Common	1726021	11.8%

Most frequent character per script

Value	Count	Frequency (%)
A	3652958	28.4%
X	2431784	18.9%
T	2026474	15.8%
I	1272779	9.9%
F	1215894	9.5%
J	725955	5.6%
L	699600	5.4%
P	642713	5.0%
S	67463	0.5%
C	62167	0.5%
Other values (7)	68029	0.5%

Value	Count	Frequency (%)
	1226968	71.1%
4	162573	9.4%
6	159600	9.2%
2	159600	9.2%
$	5280	0.3%
/	5280	0.3%
5	3203	0.2%
3	2973	0.2%
%	258	< 0.1%
7	230	< 0.1%
Other values (2)	56	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	14591837	100.0%

Most frequent character per block

Value	Count	Frequency (%)
A	3652958	25.0%
X	2431784	16.7%
T	2026474	13.9%
I	1272779	8.7%
	1226968	8.4%
F	1215894	8.3%
J	725955	5.0%
L	699600	4.8%
P	642713	4.4%
4	162573	1.1%
Other values (19)	534139	3.7%

juros
Real number (ℝ_≥0)

Distinct	1973
Distinct (%)	0.1%
Missing	436
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	5.628104086
Minimum	0.33
Maximum	53
Zeros	0
Zeros (%)	0.0%
Memory size	15.9 MiB

Quantile statistics

Minimum	0.33
5-th percentile	2.4
Q1	3.9
median	5.1
Q3	7
95-th percentile	10
Maximum	53
Range	52.67
Interquartile range (IQR)	3.1

Descriptive statistics

Standard deviation	2.781144032
Coefficient of variation (CV)	0.4941529135
Kurtosis	5.16200662
Mean	5.628104086
Median Absolute Deviation (MAD)	1.6
Skewness	1.674332276
Sum	11722929.96
Variance	7.734762125
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	174756	8.4%
6	153060	7.3%
3	134376	6.4%
8.75	123765	5.9%
5.5	115703	5.6%
4.5	115418	5.5%
7	110181	5.3%
2.5	93453	4.5%
8	70755	3.4%
3.9	60636	2.9%
Other values (1963)	930824	44.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.33	1	< 0.1%
0.59	6	< 0.1%
0.73	3	< 0.1%
0.75	2	< 0.1%
0.8	114	< 0.1%

Value	Count	Frequency (%)
53	1	< 0.1%
28.21	1	< 0.1%
27.51	1	< 0.1%
27.1	1	< 0.1%
27.05	1	< 0.1%

prazo_carencia_meses
Real number (ℝ_≥0)

ZEROS

Distinct	57
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.296293541
Minimum	0
Maximum	120
Zeros	309940
Zeros (%)	14.9%
Memory size	15.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	3
Q3	6
95-th percentile	24
Maximum	120
Range	120
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	6.92397936
Coefficient of variation (CV)	1.099691321
Kurtosis	13.82370159
Mean	6.296293541
Median Absolute Deviation (MAD)	3
Skewness	2.849542919
Sum	13117465
Variance	47.94149017
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3	749616	36.0%
6	589245	28.3%
0	309940	14.9%
12	271805	13.0%
24	106714	5.1%
36	28094	1.3%
18	7303	0.4%
9	6590	0.3%
5	1905	0.1%
48	1809	0.1%
Other values (47)	10342	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	309940	14.9%
1	1135	0.1%
2	1049	0.1%
3	749616	36.0%
4	826	< 0.1%

Value	Count	Frequency (%)
120	1	< 0.1%
108	1	< 0.1%
96	230	< 0.1%
95	2	< 0.1%
90	23	< 0.1%

prazo_amortizacao_meses
Real number (ℝ_≥0)

Distinct	162
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	53.87461091
Minimum	0
Maximum	360
Zeros	764
Zeros (%)	< 0.1%
Memory size	15.9 MiB

Quantile statistics

Minimum	0
5-th percentile	24
Q1	45
median	54
Q3	57
95-th percentile	96
Maximum	360
Range	360
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	18.66029
Coefficient of variation (CV)	0.3463651929
Kurtosis	2.607520269
Mean	53.87461091
Median Absolute Deviation (MAD)	6
Skewness	0.9448430367
Sum	112240371
Variance	348.2064228
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
57	468410	22.5%
54	327863	15.7%
48	213696	10.3%
60	204193	9.8%
45	116621	5.6%
36	113295	5.4%
33	82099	3.9%
96	69933	3.4%
42	62683	3.0%
24	57053	2.7%
Other values (152)	367517	17.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	764	< 0.1%
1	560	< 0.1%
2	113	< 0.1%
3	831	< 0.1%
4	379	< 0.1%

Value	Count	Frequency (%)
360	1	< 0.1%
234	3	< 0.1%
231	3	< 0.1%
230	2	< 0.1%
228	8	< 0.1%

modalidade_de_apoio
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.9 MiB

REEMBOLSÁVEL	2083363

Length

Max length	12
Median length	12
Mean length	12
Min length	12

Characters and Unicode

Total characters	25000356
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	REEMBOLSÁVEL
2nd row	REEMBOLSÁVEL
3rd row	REEMBOLSÁVEL
4th row	REEMBOLSÁVEL
5th row	REEMBOLSÁVEL

Value	Count	Frequency (%)
REEMBOLSÁVEL	2083363	100.0%

Histogram of lengths of the category

Value	Count	Frequency (%)
reembolsável	2083363	100.0%

Most occurring characters

Value	Count	Frequency (%)
E	6250089	25.0%
L	4166726	16.7%
R	2083363	8.3%
M	2083363	8.3%
B	2083363	8.3%
O	2083363	8.3%
S	2083363	8.3%
Á	2083363	8.3%
V	2083363	8.3%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	25000356	100.0%

Most frequent character per category

Value	Count	Frequency (%)
E	6250089	25.0%
L	4166726	16.7%
R	2083363	8.3%
M	2083363	8.3%
B	2083363	8.3%
O	2083363	8.3%
S	2083363	8.3%
Á	2083363	8.3%
V	2083363	8.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	25000356	100.0%

Most frequent character per script

Value	Count	Frequency (%)
E	6250089	25.0%
L	4166726	16.7%
R	2083363	8.3%
M	2083363	8.3%
B	2083363	8.3%
O	2083363	8.3%
S	2083363	8.3%
Á	2083363	8.3%
V	2083363	8.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	22916993	91.7%
None	2083363	8.3%

Most frequent character per block

Value	Count	Frequency (%)
E	6250089	27.3%
L	4166726	18.2%
R	2083363	9.1%
M	2083363	9.1%
B	2083363	9.1%
O	2083363	9.1%
S	2083363	9.1%
V	2083363	9.1%

Value	Count	Frequency (%)
Á	2083363	100.0%

forma_de_apoio
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.9 MiB

INDIRETA	2083363

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	16666904
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	INDIRETA
2nd row	INDIRETA
3rd row	INDIRETA
4th row	INDIRETA
5th row	INDIRETA

Value	Count	Frequency (%)
INDIRETA	2083363	100.0%

Histogram of lengths of the category

Value	Count	Frequency (%)
indireta	2083363	100.0%

Most occurring characters

Value	Count	Frequency (%)
I	4166726	25.0%
N	2083363	12.5%
D	2083363	12.5%
R	2083363	12.5%
E	2083363	12.5%
T	2083363	12.5%
A	2083363	12.5%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	16666904	100.0%

Most frequent character per category

Value	Count	Frequency (%)
I	4166726	25.0%
N	2083363	12.5%
D	2083363	12.5%
R	2083363	12.5%
E	2083363	12.5%
T	2083363	12.5%
A	2083363	12.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	16666904	100.0%

Most frequent character per script

Value	Count	Frequency (%)
I	4166726	25.0%
N	2083363	12.5%
D	2083363	12.5%
R	2083363	12.5%
E	2083363	12.5%
T	2083363	12.5%
A	2083363	12.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	16666904	100.0%

Most frequent character per block

Value	Count	Frequency (%)
I	4166726	25.0%
N	2083363	12.5%
D	2083363	12.5%
R	2083363	12.5%
E	2083363	12.5%
T	2083363	12.5%
A	2083363	12.5%

produto
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.9 MiB

BNDES FINAME	1527673
BNDES AUTOMÁTICO	516213
BNDES FINAME LEASING	24799
BNDES FINAME AGRÍCOLA	14678

Length

Max length	21
Median length	12
Mean length	13.14974971
Min length	12

Characters and Unicode

Total characters	27395702
Distinct characters	19
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	BNDES AUTOMÁTICO
2nd row	BNDES AUTOMÁTICO
3rd row	BNDES AUTOMÁTICO
4th row	BNDES AUTOMÁTICO
5th row	BNDES AUTOMÁTICO

Value	Count	Frequency (%)
BNDES FINAME	1527673	73.3%
BNDES AUTOMÁTICO	516213	24.8%
BNDES FINAME LEASING	24799	1.2%
BNDES FINAME AGRÍCOLA	14678	0.7%

Histogram of lengths of the category

Value	Count	Frequency (%)
bndes	2083363	49.5%
finame	1567150	37.3%
automático	516213	12.3%
leasing	24799	0.6%
agrícola	14678	0.3%

Most occurring characters

Value	Count	Frequency (%)
N	3675312	13.4%
E	3675312	13.4%
A	2137518	7.8%
	2122840	7.7%
S	2108162	7.7%
I	2108162	7.7%
B	2083363	7.6%
D	2083363	7.6%
M	2083363	7.6%
F	1567150	5.7%
Other values (9)	3751157	13.7%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	25272862	92.3%
Space Separator	2122840	7.7%

Most frequent character per category

Value	Count	Frequency (%)
N	3675312	14.5%
E	3675312	14.5%
A	2137518	8.5%
S	2108162	8.3%
I	2108162	8.3%
B	2083363	8.2%
D	2083363	8.2%
M	2083363	8.2%
F	1567150	6.2%
O	1047104	4.1%
Other values (8)	2704053	10.7%

Value	Count	Frequency (%)
	2122840	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	25272862	92.3%
Common	2122840	7.7%

Most frequent character per script

Value	Count	Frequency (%)
N	3675312	14.5%
E	3675312	14.5%
A	2137518	8.5%
S	2108162	8.3%
I	2108162	8.3%
B	2083363	8.2%
D	2083363	8.2%
M	2083363	8.2%
F	1567150	6.2%
O	1047104	4.1%
Other values (8)	2704053	10.7%

Value	Count	Frequency (%)
	2122840	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	26864811	98.1%
None	530891	1.9%

Most frequent character per block

Value	Count	Frequency (%)
N	3675312	13.7%
E	3675312	13.7%
A	2137518	8.0%
	2122840	7.9%
S	2108162	7.8%
I	2108162	7.8%
B	2083363	7.8%
D	2083363	7.8%
M	2083363	7.8%
F	1567150	5.8%
Other values (7)	3220266	12.0%

Value	Count	Frequency (%)
Á	516213	97.2%
Í	14678	2.8%

instrumento_financeiro
Categorical

HIGH CARDINALITY
HIGH CORRELATION

Distinct	80
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.9 MiB

BK AQUISIÇÃO E COMERCIALIZAÇÃO	589349
PSI - BK - Ônibus e Caminhão	530980
PSI - BK - Demais Itens	225933
OUTROS	184381
PRONAF INVESTIMENTO	160735
Other values (75)	391985

Length

Max length	65
Median length	28
Mean length	23.48336896
Min length	5

Characters and Unicode

Total characters	48924382
Distinct characters	60
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	5 ?
Unique (%)	< 0.1%

Sample

1st row	OUTROS
2nd row	PRONAF INVESTIMENTO
3rd row	PRONAF INVESTIMENTO
4th row	PRONAF INVESTIMENTO
5th row	PRONAF INVESTIMENTO

Value	Count	Frequency (%)
BK AQUISIÇÃO E COMERCIALIZAÇÃO	589349	28.3%
PSI - BK - Ônibus e Caminhão	530980	25.5%
PSI - BK - Demais Itens	225933	10.8%
OUTROS	184381	8.9%
PRONAF INVESTIMENTO	160735	7.7%
BNDES GIRO	80381	3.9%
MODERAGRO	68409	3.3%
MODERINFRA	50139	2.4%
LINHA EMPRÉSTIMO PARA MICRO E PEQUENAS EMPRESAS	43278	2.1%
BNDES PROCAMINHONEIRO - Equalizado	33661	1.6%
Other values (70)	116117	5.6%

Histogram of lengths of the category

Value	Count	Frequency (%)
	1578436	17.6%
bk	1352201	15.1%
e	1174671	13.1%
psi	762909	8.5%
aquisição	590070	6.6%
comercialização	589349	6.6%
caminhão	530980	5.9%
ônibus	530980	5.9%
demais	226028	2.5%
itens	225933	2.5%
Other values (107)	1384039	15.5%

Most occurring characters

Value	Count	Frequency (%)
	6862233	14.0%
I	4055456	8.3%
O	3036849	6.2%
A	2427318	5.0%
E	2249286	4.6%
S	2070122	4.2%
C	1881624	3.8%
R	1698579	3.5%
-	1581694	3.2%
B	1525013	3.1%
Other values (50)	21536208	44.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	31033279	63.4%
Lowercase Letter	9433760	19.3%
Space Separator	6862233	14.0%
Dash Punctuation	1581846	3.2%
Other Punctuation	13264	< 0.1%

Most frequent character per category

Value	Count	Frequency (%)
I	4055456	13.1%
O	3036849	9.8%
A	2427318	7.8%
E	2249286	7.2%
S	2070122	6.7%
C	1881624	6.1%
R	1698579	5.5%
B	1525013	4.9%
K	1352201	4.4%
P	1255301	4.0%
Other values (20)	9481530	30.6%

Value	Count	Frequency (%)
i	1340650	14.2%
n	1288556	13.7%
e	983221	10.4%
s	982949	10.4%
a	867773	9.2%
m	756913	8.0%
u	588790	6.2%
o	584111	6.2%
ã	531144	5.6%
b	530980	5.6%
Other values (14)	978673	10.4%

Value	Count	Frequency (%)
,	12532	94.5%
:	721	5.4%
&	11	0.1%

Value	Count	Frequency (%)
-	1581694	> 99.9%
–	152	< 0.1%

Value	Count	Frequency (%)
	6862233	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	40467039	82.7%
Common	8457343	17.3%

Most frequent character per script

Value	Count	Frequency (%)
I	4055456	10.0%
O	3036849	7.5%
A	2427318	6.0%
E	2249286	5.6%
S	2070122	5.1%
C	1881624	4.6%
R	1698579	4.2%
B	1525013	3.8%
K	1352201	3.3%
i	1340650	3.3%
Other values (44)	18829941	46.5%

Value	Count	Frequency (%)
	6862233	81.1%
-	1581694	18.7%
,	12532	0.1%
:	721	< 0.1%
–	152	< 0.1%
&	11	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	45436377	92.9%
None	3487853	7.1%
Punctuation	152	< 0.1%

Most frequent character per block

Value	Count	Frequency (%)
	6862233	15.1%
I	4055456	8.9%
O	3036849	6.7%
A	2427318	5.3%
E	2249286	5.0%
S	2070122	4.6%
C	1881624	4.1%
R	1698579	3.7%
-	1581694	3.5%
B	1525013	3.4%
Other values (38)	18048203	39.7%

Value	Count	Frequency (%)
Ç	1184500	34.0%
Ã	1180751	33.9%
ã	531144	15.2%
Ô	530980	15.2%
É	52567	1.5%
Ú	5224	0.1%
Á	2401	0.1%
ç	164	< 0.1%
Ó	49	< 0.1%
Ê	48	< 0.1%

Value	Count	Frequency (%)
–	152	100.0%

inovacao
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.9 MiB

NÃO	2082863
SIM	500

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	6250089
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	NÃO
2nd row	NÃO
3rd row	NÃO
4th row	NÃO
5th row	NÃO

Value	Count	Frequency (%)
NÃO	2082863	> 99.9%
SIM	500	< 0.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
não	2082863	> 99.9%
sim	500	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
N	2082863	33.3%
Ã	2082863	33.3%
O	2082863	33.3%
S	500	< 0.1%
I	500	< 0.1%
M	500	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	6250089	100.0%

Most frequent character per category

Value	Count	Frequency (%)
N	2082863	33.3%
Ã	2082863	33.3%
O	2082863	33.3%
S	500	< 0.1%
I	500	< 0.1%
M	500	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	6250089	100.0%

Most frequent character per script

Value	Count	Frequency (%)
N	2082863	33.3%
Ã	2082863	33.3%
O	2082863	33.3%
S	500	< 0.1%
I	500	< 0.1%
M	500	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4167226	66.7%
None	2082863	33.3%

Most frequent character per block

Value	Count	Frequency (%)
N	2082863	50.0%
O	2082863	50.0%
S	500	< 0.1%
I	500	< 0.1%
M	500	< 0.1%

Value	Count	Frequency (%)
Ã	2082863	100.0%

area_operacional
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.9 MiB

AREA DE OPERACOES E CANAIS DIGITAIS	2082933
AREA DE MERC CAP, PARTIC E REEST DE EMPRESAS	429
AREA DE INDUSTRIA E SERVICOS	1

Length

Max length	44
Median length	35
Mean length	35.00184989
Min length	28

Characters and Unicode

Total characters	72921559
Distinct characters	17
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	AREA DE OPERACOES E CANAIS DIGITAIS
2nd row	AREA DE OPERACOES E CANAIS DIGITAIS
3rd row	AREA DE OPERACOES E CANAIS DIGITAIS
4th row	AREA DE OPERACOES E CANAIS DIGITAIS
5th row	AREA DE OPERACOES E CANAIS DIGITAIS

Value	Count	Frequency (%)
AREA DE OPERACOES E CANAIS DIGITAIS	2082933	> 99.9%
AREA DE MERC CAP, PARTIC E REEST DE EMPRESAS	429	< 0.1%
AREA DE INDUSTRIA E SERVICOS	1	< 0.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
de	2083792	16.7%
area	2083363	16.7%
e	2083363	16.7%
digitais	2082933	16.7%
operacoes	2082933	16.7%
canais	2082933	16.7%
reest	429	< 0.1%
cap	429	< 0.1%
empresas	429	< 0.1%
partic	429	< 0.1%
Other values (3)	431	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
A	12499746	17.1%
E	10418530	14.3%
	10418101	14.3%
I	8332164	11.4%
S	6250089	8.6%
R	4168014	5.7%
C	4167154	5.7%
D	4166726	5.7%
O	4165867	5.7%
P	2084220	2.9%
Other values (7)	6250948	8.6%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	62503029	85.7%
Space Separator	10418101	14.3%
Other Punctuation	429	< 0.1%

Most frequent character per category

Value	Count	Frequency (%)
A	12499746	20.0%
E	10418530	16.7%
I	8332164	13.3%
S	6250089	10.0%
R	4168014	6.7%
C	4167154	6.7%
D	4166726	6.7%
O	4165867	6.7%
P	2084220	3.3%
T	2083792	3.3%
Other values (5)	4166727	6.7%

Value	Count	Frequency (%)
	10418101	100.0%

Value	Count	Frequency (%)
,	429	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	62503029	85.7%
Common	10418530	14.3%

Most frequent character per script

Value	Count	Frequency (%)
A	12499746	20.0%
E	10418530	16.7%
I	8332164	13.3%
S	6250089	10.0%
R	4168014	6.7%
C	4167154	6.7%
D	4166726	6.7%
O	4165867	6.7%
P	2084220	3.3%
T	2083792	3.3%
Other values (5)	4166727	6.7%

Value	Count	Frequency (%)
	10418101	> 99.9%
,	429	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	72921559	100.0%

Most frequent character per block

Value	Count	Frequency (%)
A	12499746	17.1%
E	10418530	14.3%
	10418101	14.3%
I	8332164	11.4%
S	6250089	8.6%
R	4168014	5.7%
C	4167154	5.7%
D	4166726	5.7%
O	4165867	5.7%
P	2084220	2.9%
Other values (7)	6250948	8.6%

setor_cnae
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.9 MiB

COMERCIO E SERVICOS	1426476
AGROPECUÁRIA E PESCA	334612
INDUSTRIA DE TRANSFORMAÇÃO	307353
INDUSTRIA EXTRATIVA	14922

Length

Max length	26
Median length	19
Mean length	20.19330285
Min length	19

Characters and Unicode

Total characters	42069980
Distinct characters	21
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	AGROPECUÁRIA E PESCA
2nd row	AGROPECUÁRIA E PESCA
3rd row	AGROPECUÁRIA E PESCA
4th row	AGROPECUÁRIA E PESCA
5th row	AGROPECUÁRIA E PESCA

Value	Count	Frequency (%)
COMERCIO E SERVICOS	1426476	68.5%
AGROPECUÁRIA E PESCA	334612	16.1%
INDUSTRIA DE TRANSFORMAÇÃO	307353	14.8%
INDUSTRIA EXTRATIVA	14922	0.7%

Histogram of lengths of the category

Value	Count	Frequency (%)
e	1761088	28.2%
comercio	1426476	22.9%
servicos	1426476	22.9%
pesca	334612	5.4%
agropecuária	334612	5.4%
industria	322275	5.2%
transformação	307353	4.9%
de	307353	4.9%
extrativa	14922	0.2%

Most occurring characters

Value	Count	Frequency (%)
E	5605539	13.3%
O	5228746	12.4%
C	4948652	11.8%
R	4474079	10.6%
	4151804	9.9%
I	3847036	9.1%
S	3817192	9.1%
A	1970661	4.7%
M	1733829	4.1%
V	1441398	3.4%
Other values (11)	4851044	11.5%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	37918176	90.1%
Space Separator	4151804	9.9%

Most frequent character per category

Value	Count	Frequency (%)
E	5605539	14.8%
O	5228746	13.8%
C	4948652	13.1%
R	4474079	11.8%
I	3847036	10.1%
S	3817192	10.1%
A	1970661	5.2%
M	1733829	4.6%
V	1441398	3.8%
P	669224	1.8%
Other values (10)	4181820	11.0%

Value	Count	Frequency (%)
	4151804	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	37918176	90.1%
Common	4151804	9.9%

Most frequent character per script

Value	Count	Frequency (%)
E	5605539	14.8%
O	5228746	13.8%
C	4948652	13.1%
R	4474079	11.8%
I	3847036	10.1%
S	3817192	10.1%
A	1970661	5.2%
M	1733829	4.6%
V	1441398	3.8%
P	669224	1.8%
Other values (10)	4181820	11.0%

Value	Count	Frequency (%)
	4151804	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	41120662	97.7%
None	949318	2.3%

Most frequent character per block

Value	Count	Frequency (%)
E	5605539	13.6%
O	5228746	12.7%
C	4948652	12.0%
R	4474079	10.9%
	4151804	10.1%
I	3847036	9.4%
S	3817192	9.3%
A	1970661	4.8%
M	1733829	4.2%
V	1441398	3.5%
Other values (8)	3901726	9.5%

Value	Count	Frequency (%)
Á	334612	35.2%
Ç	307353	32.4%
Ã	307353	32.4%

subsetor_cnae_agrupado
Categorical

HIGH CORRELATION

Distinct	44
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.9 MiB

Transporte terrestre	805177
Agropecuária	334612
Comércio	322068
Construção	109010
Produtos Alimentícios	77527
Other values (39)	434969

Length

Max length	31
Median length	20
Mean length	16.66774585
Min length	4

Characters and Unicode

Total characters	34724965
Distinct characters	49
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Agropecuária
2nd row	Agropecuária
3rd row	Agropecuária
4th row	Agropecuária
5th row	Agropecuária

Value	Count	Frequency (%)
Transporte terrestre	805177	38.6%
Agropecuária	334612	16.1%
Comércio	322068	15.5%
Construção	109010	5.2%
Produtos Alimentícios	77527	3.7%
Ativ imobil, profissional e adm	77399	3.7%
Ativ aux transporte e entrega	43273	2.1%
Mineral não metálico	26936	1.3%
Borracha e plástico	24464	1.2%
Produto de metal	23699	1.1%
Other values (34)	239198	11.5%

Histogram of lengths of the category

Value	Count	Frequency (%)
transporte	850234	21.4%
terrestre	805177	20.3%
agropecuária	334612	8.4%
comércio	322068	8.1%
e	263162	6.6%
ativ	135278	3.4%
construção	109010	2.7%
produtos	82292	2.1%
alimentícios	77527	2.0%
imobil	77399	2.0%
Other values (77)	911009	23.0%

Most occurring characters

Value	Count	Frequency (%)
r	5742453	16.5%
e	4492028	12.9%
t	3250914	9.4%
o	2989078	8.6%
s	2322891	6.7%
a	1899639	5.5%
	1884405	5.4%
i	1612225	4.6%
n	1349938	3.9%
p	1346217	3.9%
Other values (39)	7835177	22.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	30509716	87.9%
Uppercase Letter	2176356	6.3%
Space Separator	1884405	5.4%
Other Punctuation	154488	0.4%

Most frequent character per category

Value	Count	Frequency (%)
r	5742453	18.8%
e	4492028	14.7%
t	3250914	10.7%
o	2989078	9.8%
s	2322891	7.6%
a	1899639	6.2%
i	1612225	5.3%
n	1349938	4.4%
p	1346217	4.4%
c	956990	3.1%
Other values (21)	4547343	14.9%

Value	Count	Frequency (%)
T	816965	37.5%
A	558303	25.7%
C	465742	21.4%
P	106535	4.9%
M	94180	4.3%
B	33400	1.5%
E	26320	1.2%
I	19446	0.9%
Á	14100	0.6%
Q	13820	0.6%
Other values (5)	27545	1.3%

Value	Count	Frequency (%)
,	150960	97.7%
.	3528	2.3%

Value	Count	Frequency (%)
	1884405	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	32686072	94.1%
Common	2038893	5.9%

Most frequent character per script

Value	Count	Frequency (%)
r	5742453	17.6%
e	4492028	13.7%
t	3250914	9.9%
o	2989078	9.1%
s	2322891	7.1%
a	1899639	5.8%
i	1612225	4.9%
n	1349938	4.1%
p	1346217	4.1%
c	956990	2.9%
Other values (36)	6723699	20.6%

Value	Count	Frequency (%)
	1884405	92.4%
,	150960	7.4%
.	3528	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	33441982	96.3%
None	1282983	3.7%

Most frequent character per block

Value	Count	Frequency (%)
r	5742453	17.2%
e	4492028	13.4%
t	3250914	9.7%
o	2989078	8.9%
s	2322891	6.9%
a	1899639	5.7%
	1884405	5.6%
i	1612225	4.8%
n	1349938	4.0%
p	1346217	4.0%
Other values (29)	6552194	19.6%

Value	Count	Frequency (%)
á	431668	33.6%
é	322390	25.1%
ã	170946	13.3%
ç	157632	12.3%
í	111881	8.7%
ó	37862	3.0%
ú	23463	1.8%
Á	14100	1.1%
ê	9933	0.8%
õ	3108	0.2%

subsetor_cnae_codigo
Categorical

HIGH CARDINALITY

Distinct	1640
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.9 MiB

H4930202	614726
A0100000	142064
H4930201	35378
H4930203	32979
F4313400	32540
Other values (1635)	1225676

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	16666904
Distinct characters	29
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	54 ?
Unique (%)	< 0.1%

Sample

1st row	A0119900
2nd row	A0100000
3rd row	A0100000
4th row	A0100000
5th row	A0100000

Value	Count	Frequency (%)
H4930202	614726	29.5%
A0100000	142064	6.8%
H4930201	35378	1.7%
H4930203	32979	1.6%
F4313400	32540	1.6%
A0115600	27244	1.3%
H5211799	26447	1.3%
G4744099	24336	1.2%
H4930200	24213	1.2%
H4921301	23875	1.1%
Other values (1630)	1099561	52.8%

Histogram of lengths of the category

Value	Count	Frequency (%)
h4930202	614726	29.5%
a0100000	142064	6.8%
h4930201	35378	1.7%
h4930203	32979	1.6%
f4313400	32540	1.6%
a0115600	27244	1.3%
h5211799	26447	1.3%
g4744099	24336	1.2%
h4930200	24213	1.2%
h4921301	23875	1.1%
Other values (1630)	1099561	52.8%

Most occurring characters

Value	Count	Frequency (%)
0	4609952	27.7%
2	2311829	13.9%
1	1693045	10.2%
4	1646562	9.9%
9	1504208	9.0%
3	1377520	8.3%
H	849303	5.1%
7	496894	3.0%
5	399784	2.4%
A	334612	2.0%
Other values (19)	1443195	8.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	14583541	87.5%
Uppercase Letter	2083363	12.5%

Most frequent character per category

Value	Count	Frequency (%)
H	849303	40.8%
A	334612	16.1%
G	322068	15.5%
C	307353	14.8%
F	109010	5.2%
N	66673	3.2%
B	14922	0.7%
E	14100	0.7%
I	12268	0.6%
K	10452	0.5%
Other values (9)	42602	2.0%

Value	Count	Frequency (%)
0	4609952	31.6%
2	2311829	15.9%
1	1693045	11.6%
4	1646562	11.3%
9	1504208	10.3%
3	1377520	9.4%
7	496894	3.4%
5	399784	2.7%
6	333380	2.3%
8	210367	1.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	14583541	87.5%
Latin	2083363	12.5%

Most frequent character per script

Value	Count	Frequency (%)
H	849303	40.8%
A	334612	16.1%
G	322068	15.5%
C	307353	14.8%
F	109010	5.2%
N	66673	3.2%
B	14922	0.7%
E	14100	0.7%
I	12268	0.6%
K	10452	0.5%
Other values (9)	42602	2.0%

Value	Count	Frequency (%)
0	4609952	31.6%
2	2311829	15.9%
1	1693045	11.6%
4	1646562	11.3%
9	1504208	10.3%
3	1377520	9.4%
7	496894	3.4%
5	399784	2.7%
6	333380	2.3%
8	210367	1.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	16666904	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	4609952	27.7%
2	2311829	13.9%
1	1693045	10.2%
4	1646562	9.9%
9	1504208	9.0%
3	1377520	8.3%
H	849303	5.1%
7	496894	3.0%
5	399784	2.4%
A	334612	2.0%
Other values (19)	1443195	8.7%

subsetor_cnae_nome
Categorical

HIGH CARDINALITY

Distinct	1604
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.9 MiB

TRANSP ROD CARGA EXC PROD PERIG MUDANCA INTER-MUN-EST-NACIONAL	614726
AGRICULTURA, PECUARIA E SERVICOS RELACIONADOS	142064
TRANSP ROD CARGA EXCETO PRODUTOS PERIGOSOS E MUDANCAS, MUNICIPAL	35378
TRANSPORTE RODOVIARIO DE PRODUTOS PERIGOSOS	32979
OBRAS DE TERRAPLENAGEM	32540
Other values (1599)	1225676

Length

Max length	65
Median length	60
Mean length	50.5719157
Min length	5

Characters and Unicode

Total characters	105359658
Distinct characters	34
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	51 ?
Unique (%)	< 0.1%

Sample

1st row	CULT PLANTAS LAVOURA TEMPORARIA NAO ESPECIFICADAS ANTERIORMENTE
2nd row	AGRICULTURA, PECUARIA E SERVICOS RELACIONADOS
3rd row	AGRICULTURA, PECUARIA E SERVICOS RELACIONADOS
4th row	AGRICULTURA, PECUARIA E SERVICOS RELACIONADOS
5th row	AGRICULTURA, PECUARIA E SERVICOS RELACIONADOS

Value	Count	Frequency (%)
TRANSP ROD CARGA EXC PROD PERIG MUDANCA INTER-MUN-EST-NACIONAL	614726	29.5%
AGRICULTURA, PECUARIA E SERVICOS RELACIONADOS	142064	6.8%
TRANSP ROD CARGA EXCETO PRODUTOS PERIGOSOS E MUDANCAS, MUNICIPAL	35378	1.7%
TRANSPORTE RODOVIARIO DE PRODUTOS PERIGOSOS	32979	1.6%
OBRAS DE TERRAPLENAGEM	32540	1.6%
CULTIVO DE SOJA	27244	1.3%
DEPOSITO MERCADORIA P/TERCEIRO EXC ARMAZEM GERAL GUARDA-MOVEIS	26447	1.3%
COMERCIO VAREJISTA DE MATERIAIS DE CONSTRUCAO EM GERAL	24336	1.2%
TRANSPORTE RODOVIARIO DE CARGA	24213	1.2%
TRANSP RODOV COL PASSAG C/ITINERARIO FIXO, MUNICIPAL	23875	1.1%
Other values (1594)	1099561	52.8%

Histogram of lengths of the category

Value	Count	Frequency (%)
de	1113989	7.8%
transp	738944	5.2%
carga	681943	4.8%
rod	673595	4.7%
exc	671809	4.7%
prod	656788	4.6%
inter-mun-est-nacional	639738	4.5%
perig	614726	4.3%
mudanca	614726	4.3%
e	512521	3.6%
Other values (2054)	7419286	51.7%

Most occurring characters

Value	Count	Frequency (%)
	12256299	11.6%
A	11937607	11.3%
E	9201338	8.7%
R	9146272	8.7%
O	7856703	7.5%
C	6731271	6.4%
I	6426683	6.1%
N	5893313	5.6%
S	5287903	5.0%
T	4980106	4.7%
Other values (24)	25642163	24.3%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	90471114	85.9%
Space Separator	12256299	11.6%
Dash Punctuation	2066921	2.0%
Other Punctuation	542969	0.5%
Open Punctuation	11125	< 0.1%
Close Punctuation	11125	< 0.1%
Lowercase Letter	105	< 0.1%

Most frequent character per category

Value	Count	Frequency (%)
A	11937607	13.2%
E	9201338	10.2%
R	9146272	10.1%
O	7856703	8.7%
C	6731271	7.4%
I	6426683	7.1%
N	5893313	6.5%
S	5287903	5.8%
T	4980106	5.5%
D	4495877	5.0%
Other values (16)	18514041	20.5%

Value	Count	Frequency (%)
,	338119	62.3%
/	204503	37.7%
.	347	0.1%

Value	Count	Frequency (%)
	12256299	100.0%

Value	Count	Frequency (%)
-	2066921	100.0%

Value	Count	Frequency (%)
(	11125	100.0%

Value	Count	Frequency (%)
)	11125	100.0%

Value	Count	Frequency (%)
á	105	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	90471219	85.9%
Common	14888439	14.1%

Most frequent character per script

Value	Count	Frequency (%)
A	11937607	13.2%
E	9201338	10.2%
R	9146272	10.1%
O	7856703	8.7%
C	6731271	7.4%
I	6426683	7.1%
N	5893313	6.5%
S	5287903	5.8%
T	4980106	5.5%
D	4495877	5.0%
Other values (17)	18514146	20.5%

Value	Count	Frequency (%)
	12256299	82.3%
-	2066921	13.9%
,	338119	2.3%
/	204503	1.4%
(	11125	0.1%
)	11125	0.1%
.	347	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	105358693	> 99.9%
None	965	< 0.1%

Most frequent character per block

Value	Count	Frequency (%)
	12256299	11.6%
A	11937607	11.3%
E	9201338	8.7%
R	9146272	8.7%
O	7856703	7.5%
C	6731271	6.4%
I	6426683	6.1%
N	5893313	5.6%
S	5287903	5.0%
T	4980106	4.7%
Other values (22)	25641198	24.3%

Value	Count	Frequency (%)
Ç	860	89.1%
á	105	10.9%

setor_bndes
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.9 MiB

INFRA-ESTRUTURA	870722
COMERCIO/SERVICOS	555754
AGROPECUÁRIA	334612
INDUSTRIA	322275

Length

Max length	17
Median length	15
Mean length	14.12354304
Min length	9

Characters and Unicode

Total characters	29424467
Distinct characters	19
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	AGROPECUÁRIA
2nd row	AGROPECUÁRIA
3rd row	AGROPECUÁRIA
4th row	AGROPECUÁRIA
5th row	AGROPECUÁRIA

Value	Count	Frequency (%)
INFRA-ESTRUTURA	870722	41.8%
COMERCIO/SERVICOS	555754	26.7%
AGROPECUÁRIA	334612	16.1%
INDUSTRIA	322275	15.5%

Histogram of lengths of the category

Value	Count	Frequency (%)
infra-estrutura	870722	41.8%
comercio/servicos	555754	26.7%
agropecuária	334612	16.1%
industria	322275	15.5%

Most occurring characters

Value	Count	Frequency (%)
R	4715173	16.0%
I	2961392	10.1%
A	2732943	9.3%
U	2398331	8.2%
E	2316842	7.9%
S	2304505	7.8%
T	2063719	7.0%
O	2001874	6.8%
C	2001874	6.8%
N	1192997	4.1%
Other values (9)	4734817	16.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	27997991	95.2%
Dash Punctuation	870722	3.0%
Other Punctuation	555754	1.9%

Most frequent character per category

Value	Count	Frequency (%)
R	4715173	16.8%
I	2961392	10.6%
A	2732943	9.8%
U	2398331	8.6%
E	2316842	8.3%
S	2304505	8.2%
T	2063719	7.4%
O	2001874	7.2%
C	2001874	7.2%
N	1192997	4.3%
Other values (7)	3308341	11.8%

Value	Count	Frequency (%)
-	870722	100.0%

Value	Count	Frequency (%)
/	555754	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	27997991	95.2%
Common	1426476	4.8%

Most frequent character per script

Value	Count	Frequency (%)
R	4715173	16.8%
I	2961392	10.6%
A	2732943	9.8%
U	2398331	8.6%
E	2316842	8.3%
S	2304505	8.2%
T	2063719	7.4%
O	2001874	7.2%
C	2001874	7.2%
N	1192997	4.3%
Other values (7)	3308341	11.8%

Value	Count	Frequency (%)
-	870722	61.0%
/	555754	39.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	29089855	98.9%
None	334612	1.1%

Most frequent character per block

Value	Count	Frequency (%)
R	4715173	16.2%
I	2961392	10.2%
A	2732943	9.4%
U	2398331	8.2%
E	2316842	8.0%
S	2304505	7.9%
T	2063719	7.1%
O	2001874	6.9%
C	2001874	6.9%
N	1192997	4.1%
Other values (8)	4400205	15.1%

Value	Count	Frequency (%)
Á	334612	100.0%

subsetor_bndes
Categorical

HIGH CORRELATION

Distinct	20
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.9 MiB

TRANSPORTE RODOVIÁRIO	804461
COMÉRCIO E SERVIÇOS	555754
AGROPECUÁRIA	334612
OUTRAS	96566
ALIMENTO E BEBIDA	86463
Other values (15)	205507

Length

Max length	23
Median length	19
Mean length	17.85249618
Min length	6

Characters and Unicode

Total characters	37193230
Distinct characters	31
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	AGROPECUÁRIA
2nd row	AGROPECUÁRIA
3rd row	AGROPECUÁRIA
4th row	AGROPECUÁRIA
5th row	AGROPECUÁRIA

Value	Count	Frequency (%)
TRANSPORTE RODOVIÁRIO	804461	38.6%
COMÉRCIO E SERVIÇOS	555754	26.7%
AGROPECUÁRIA	334612	16.1%
OUTRAS	96566	4.6%
ALIMENTO E BEBIDA	86463	4.2%
ATV. AUX. TRANSPORTES	42643	2.0%
METALURGIA E PRODUTOS	33281	1.6%
MECÂNICA	29057	1.4%
QUÍMICA E PETROQUÍMICA	25356	1.2%
TÊXTIL E VESTUÁRIO	19534	0.9%
Other values (10)	55636	2.7%

Histogram of lengths of the category

Value	Count	Frequency (%)
transporte	815024	18.2%
rodoviário	804461	18.0%
e	727555	16.2%
serviços	555754	12.4%
comércio	555754	12.4%
agropecuária	334612	7.5%
outras	96566	2.2%
bebida	86463	1.9%
alimento	86463	1.9%
transportes	43578	1.0%
Other values (23)	375109	8.4%

Most occurring characters

Value	Count	Frequency (%)
O	5584963	15.0%
R	5364485	14.4%
I	3458341	9.3%
E	2860568	7.7%
	2397976	6.4%
S	2190240	5.9%
T	2156153	5.8%
A	2123584	5.7%
C	1586639	4.3%
V	1452304	3.9%
Other values (21)	8017977	21.6%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	34695612	93.3%
Space Separator	2397976	6.4%
Other Punctuation	99642	0.3%

Most frequent character per category

Value	Count	Frequency (%)
O	5584963	16.1%
R	5364485	15.5%
I	3458341	10.0%
E	2860568	8.2%
S	2190240	6.3%
T	2156153	6.2%
A	2123584	6.1%
C	1586639	4.6%
V	1452304	4.2%
P	1280541	3.7%
Other values (19)	6637794	19.1%

Value	Count	Frequency (%)
	2397976	100.0%

Value	Count	Frequency (%)
.	99642	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	34695612	93.3%
Common	2497618	6.7%

Most frequent character per script

Value	Count	Frequency (%)
O	5584963	16.1%
R	5364485	15.5%
I	3458341	10.0%
E	2860568	8.2%
S	2190240	6.3%
T	2156153	6.2%
A	2123584	6.1%
C	1586639	4.6%
V	1452304	4.2%
P	1280541	3.7%
Other values (19)	6637794	19.1%

Value	Count	Frequency (%)
	2397976	96.0%
.	99642	4.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	34797678	93.6%
None	2395552	6.4%

Most frequent character per block

Value	Count	Frequency (%)
O	5584963	16.0%
R	5364485	15.4%
I	3458341	9.9%
E	2860568	8.2%
	2397976	6.9%
S	2190240	6.3%
T	2156153	6.2%
A	2123584	6.1%
C	1586639	4.6%
V	1452304	4.2%
Other values (12)	5622425	16.2%

Value	Count	Frequency (%)
Á	1159241	48.4%
Ç	559836	23.4%
É	558734	23.3%
Í	50712	2.1%
Â	29057	1.2%
Ê	19534	0.8%
Ú	14356	0.6%
Õ	3108	0.1%
Ã	974	< 0.1%

porte_do_cliente
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.9 MiB

MICRO	948294
PEQUENA	428387
GRANDE	364372
MÉDIA	342310

Length

Max length	7
Median length	5
Mean length	5.586141733
Min length	5

Characters and Unicode

Total characters	11637961
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	MICRO
2nd row	MICRO
3rd row	MICRO
4th row	MICRO
5th row	MICRO

Value	Count	Frequency (%)
MICRO	948294	45.5%
PEQUENA	428387	20.6%
GRANDE	364372	17.5%
MÉDIA	342310	16.4%

Histogram of lengths of the category

Value	Count	Frequency (%)
micro	948294	45.5%
pequena	428387	20.6%
grande	364372	17.5%
média	342310	16.4%

Most occurring characters

Value	Count	Frequency (%)
R	1312666	11.3%
M	1290604	11.1%
I	1290604	11.1%
E	1221146	10.5%
A	1135069	9.8%
C	948294	8.1%
O	948294	8.1%
N	792759	6.8%
D	706682	6.1%
P	428387	3.7%
Other values (4)	1563456	13.4%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	11637961	100.0%

Most frequent character per category

Value	Count	Frequency (%)
R	1312666	11.3%
M	1290604	11.1%
I	1290604	11.1%
E	1221146	10.5%
A	1135069	9.8%
C	948294	8.1%
O	948294	8.1%
N	792759	6.8%
D	706682	6.1%
P	428387	3.7%
Other values (4)	1563456	13.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	11637961	100.0%

Most frequent character per script

Value	Count	Frequency (%)
R	1312666	11.3%
M	1290604	11.1%
I	1290604	11.1%
E	1221146	10.5%
A	1135069	9.8%
C	948294	8.1%
O	948294	8.1%
N	792759	6.8%
D	706682	6.1%
P	428387	3.7%
Other values (4)	1563456	13.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	11295651	97.1%
None	342310	2.9%

Most frequent character per block

Value	Count	Frequency (%)
R	1312666	11.6%
M	1290604	11.4%
I	1290604	11.4%
E	1221146	10.8%
A	1135069	10.0%
C	948294	8.4%
O	948294	8.4%
N	792759	7.0%
D	706682	6.3%
P	428387	3.8%
Other values (3)	1221146	10.8%

Value	Count	Frequency (%)
É	342310	100.0%

natureza_do_cliente
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.9 MiB

PRIVADA	2079716
ADMINISTRAÇÃO PÚBLICA DIRETA - GOVERNO MUNICIPAL	3011
PÚBLICA INDIRETA	392
ADMINISTRAÇÃO PÚBLICA DIRETA - GOVERNO ESTADUAL	243
ADMINISTRAÇÃO PÚBLICA DIRETA - GOVERNO FEDERAL	1

Length

Max length	48
Median length	7
Mean length	7.065633305
Min length	7

Characters and Unicode

Total characters	14720279
Distinct characters	23
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	PRIVADA
2nd row	PRIVADA
3rd row	PRIVADA
4th row	PRIVADA
5th row	PRIVADA

Value	Count	Frequency (%)
PRIVADA	2079716	99.8%
ADMINISTRAÇÃO PÚBLICA DIRETA - GOVERNO MUNICIPAL	3011	0.1%
PÚBLICA INDIRETA	392	< 0.1%
ADMINISTRAÇÃO PÚBLICA DIRETA - GOVERNO ESTADUAL	243	< 0.1%
ADMINISTRAÇÃO PÚBLICA DIRETA - GOVERNO FEDERAL	1	< 0.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
privada	2079716	99.0%
pública	3647	0.2%
direta	3255	0.2%
administração	3255	0.2%
governo	3255	0.2%
	3255	0.2%
municipal	3011	0.1%
indireta	392	< 0.1%
estadual	243	< 0.1%
federal	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
A	4176734	28.4%
I	2099934	14.3%
R	2089874	14.2%
D	2086862	14.2%
P	2086374	14.2%
V	2082971	14.2%
	16667	0.1%
N	9913	0.1%
O	9765	0.1%
E	7147	< 0.1%
Other values (13)	54038	0.4%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	14700357	99.9%
Space Separator	16667	0.1%
Dash Punctuation	3255	< 0.1%

Most frequent character per category

Value	Count	Frequency (%)
A	4176734	28.4%
I	2099934	14.3%
R	2089874	14.2%
D	2086862	14.2%
P	2086374	14.2%
V	2082971	14.2%
N	9913	0.1%
O	9765	0.1%
E	7147	< 0.1%
T	7145	< 0.1%
Other values (11)	43638	0.3%

Value	Count	Frequency (%)
	16667	100.0%

Value	Count	Frequency (%)
-	3255	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	14700357	99.9%
Common	19922	0.1%

Most frequent character per script

Value	Count	Frequency (%)
A	4176734	28.4%
I	2099934	14.3%
R	2089874	14.2%
D	2086862	14.2%
P	2086374	14.2%
V	2082971	14.2%
N	9913	0.1%
O	9765	0.1%
E	7147	< 0.1%
T	7145	< 0.1%
Other values (11)	43638	0.3%

Value	Count	Frequency (%)
	16667	83.7%
-	3255	16.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	14710122	99.9%
None	10157	0.1%

Most frequent character per block

Value	Count	Frequency (%)
A	4176734	28.4%
I	2099934	14.3%
R	2089874	14.2%
D	2086862	14.2%
P	2086374	14.2%
V	2082971	14.2%
	16667	0.1%
N	9913	0.1%
O	9765	0.1%
E	7147	< 0.1%
Other values (10)	43881	0.3%

Value	Count	Frequency (%)
Ú	3647	35.9%
Ç	3255	32.0%
Ã	3255	32.0%

instituicao_financeira_credenciada
Categorical

HIGH CARDINALITY

Distinct	127
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.9 MiB

BANCO BRADESCO S.A.	344854
BANCO DO BRASIL SA	306240
ITAU UNIBANCO S.A.	283149
BANCO VOLKSWAGEN S.A.	275842
BANCO MERCEDES-BENZ DO BRASIL S/A	125310
Other values (122)	747968

Length

Max length	55
Median length	19
Mean length	24.19055057
Min length	8

Characters and Unicode

Total characters	50397698
Distinct characters	40
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	BANCO COOPERATIVO SICOOB S.A.
2nd row	BANCO REGIONAL DE DESENVOLVIMENTO DO EXTREMO SUL
3rd row	BANCO REGIONAL DE DESENVOLVIMENTO DO EXTREMO SUL
4th row	BANCO REGIONAL DE DESENVOLVIMENTO DO EXTREMO SUL
5th row	BANCO REGIONAL DE DESENVOLVIMENTO DO EXTREMO SUL

Value	Count	Frequency (%)
BANCO BRADESCO S.A.	344854	16.6%
BANCO DO BRASIL SA	306240	14.7%
ITAU UNIBANCO S.A.	283149	13.6%
BANCO VOLKSWAGEN S.A.	275842	13.2%
BANCO MERCEDES-BENZ DO BRASIL S/A	125310	6.0%
BANCO SANTANDER (BRASIL) S.A.	78572	3.8%
BANCO COOPERATIVO SICREDI S.A.	62097	3.0%
BANCO VOLVO (BRASIL) S.A	60580	2.9%
BANCO REGIONAL DE DESENVOLVIMENTO DO EXTREMO SUL	55588	2.7%
CAIXA ECONOMICA FEDERAL	51357	2.5%
Other values (117)	439774	21.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
banco	1642994	20.0%
s.a	1342663	16.3%
do	607943	7.4%
brasil	591896	7.2%
bradesco	350846	4.3%
sa	344800	4.2%
unibanco	283149	3.4%
itau	283149	3.4%
volkswagen	275842	3.4%
de	190450	2.3%
Other values (206)	2310752	28.1%

Most occurring characters

Value	Count	Frequency (%)
A	6811382	13.5%
	6141121	12.2%
O	4567912	9.1%
S	3921239	7.8%
N	3575376	7.1%
C	3151933	6.3%
B	3098082	6.1%
E	2710947	5.4%
.	2623713	5.2%
I	2231513	4.4%
Other values (30)	11564480	22.9%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	40521599	80.4%
Space Separator	6141121	12.2%
Other Punctuation	2815011	5.6%
Decimal Number	372723	0.7%
Open Punctuation	186091	0.4%
Close Punctuation	186091	0.4%
Dash Punctuation	175062	0.3%

Most frequent character per category

Value	Count	Frequency (%)
A	6811382	16.8%
O	4567912	11.3%
S	3921239	9.7%
N	3575376	8.8%
C	3151933	7.8%
B	3098082	7.6%
E	2710947	6.7%
I	2231513	5.5%
R	2166365	5.3%
D	1818664	4.5%
Other values (16)	6468186	16.0%

Value	Count	Frequency (%)
1	137982	37.0%
0	91420	24.5%
7	91420	24.5%
4	44858	12.0%
8	3408	0.9%
2	1931	0.5%
9	1704	0.5%

Value	Count	Frequency (%)
.	2623713	93.2%
/	189187	6.7%
,	2111	0.1%

Value	Count	Frequency (%)
	6141121	100.0%

Value	Count	Frequency (%)
(	186091	100.0%

Value	Count	Frequency (%)
)	186091	100.0%

Value	Count	Frequency (%)
-	175062	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	40521599	80.4%
Common	9876099	19.6%

Most frequent character per script

Value	Count	Frequency (%)
A	6811382	16.8%
O	4567912	11.3%
S	3921239	9.7%
N	3575376	8.8%
C	3151933	7.8%
B	3098082	7.6%
E	2710947	6.7%
I	2231513	5.5%
R	2166365	5.3%
D	1818664	4.5%
Other values (16)	6468186	16.0%

Value	Count	Frequency (%)
	6141121	62.2%
.	2623713	26.6%
/	189187	1.9%
(	186091	1.9%
)	186091	1.9%
-	175062	1.8%
1	137982	1.4%
0	91420	0.9%
7	91420	0.9%
4	44858	0.5%
Other values (4)	9154	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	50397698	100.0%

Most frequent character per block

Value	Count	Frequency (%)
A	6811382	13.5%
	6141121	12.2%
O	4567912	9.1%
S	3921239	7.8%
N	3575376	7.1%
C	3151933	6.3%
B	3098082	6.1%
E	2710947	5.4%
.	2623713	5.2%
I	2231513	4.4%
Other values (30)	11564480	22.9%

cnpj_do_agente_financeiro
Categorical

HIGH CARDINALITY

Distinct	127
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.9 MiB

60.746.948.0001-12	344854
00.000.000.0001-91	306240
60.701.190.0001-04	283149
59.109.165.0001-49	275842
60.814.191.0001-57	125310
Other values (122)	747968

Length

Max length	18
Median length	18
Mean length	18
Min length	18

Characters and Unicode

Total characters	37500534
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	02.038.232.0001-64
2nd row	92.816.560.0001-37
3rd row	92.816.560.0001-37
4th row	92.816.560.0001-37
5th row	92.816.560.0001-37

Value	Count	Frequency (%)
60.746.948.0001-12	344854	16.6%
00.000.000.0001-91	306240	14.7%
60.701.190.0001-04	283149	13.6%
59.109.165.0001-49	275842	13.2%
60.814.191.0001-57	125310	6.0%
90.400.888.0001-42	78572	3.8%
01.181.521.0001-55	62097	3.0%
58.017.179.0001-70	60580	2.9%
92.816.560.0001-37	55588	2.7%
00.360.305.0001-04	51357	2.5%
Other values (117)	439774	21.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
60.746.948.0001-12	344854	16.6%
00.000.000.0001-91	306240	14.7%
60.701.190.0001-04	283149	13.6%
59.109.165.0001-49	275842	13.2%
60.814.191.0001-57	125310	6.0%
90.400.888.0001-42	78572	3.8%
01.181.521.0001-55	62097	3.0%
58.017.179.0001-70	60580	2.9%
92.816.560.0001-37	55588	2.7%
00.360.305.0001-04	51357	2.5%
Other values (117)	439774	21.1%

Most occurring characters

Value	Count	Frequency (%)
0	12018596	32.0%
.	6250089	16.7%
1	5169293	13.8%
9	2359146	6.3%
-	2083363	5.6%
6	1943908	5.2%
4	1927806	5.1%
7	1521249	4.1%
5	1383951	3.7%
8	1269832	3.4%
Other values (2)	1573301	4.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	29167082	77.8%
Other Punctuation	6250089	16.7%
Dash Punctuation	2083363	5.6%

Most frequent character per category

Value	Count	Frequency (%)
0	12018596	41.2%
1	5169293	17.7%
9	2359146	8.1%
6	1943908	6.7%
4	1927806	6.6%
7	1521249	5.2%
5	1383951	4.7%
8	1269832	4.4%
2	1058976	3.6%
3	514325	1.8%

Value	Count	Frequency (%)
.	6250089	100.0%

Value	Count	Frequency (%)
-	2083363	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	37500534	100.0%

Most frequent character per script

Value	Count	Frequency (%)
0	12018596	32.0%
.	6250089	16.7%
1	5169293	13.8%
9	2359146	6.3%
-	2083363	5.6%
6	1943908	5.2%
4	1927806	5.1%
7	1521249	4.1%
5	1383951	3.7%
8	1269832	3.4%
Other values (2)	1573301	4.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	37500534	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	12018596	32.0%
.	6250089	16.7%
1	5169293	13.8%
9	2359146	6.3%
-	2083363	5.6%
6	1943908	5.2%
4	1927806	5.1%
7	1521249	4.1%
5	1383951	3.7%
8	1269832	3.4%
Other values (2)	1573301	4.2%

situacao_da_operacao
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.9 MiB

LIQUIDADA	1829953
ATIVA	253410

Length

Max length	9
Median length	9
Mean length	8.513459728
Min length	5

Characters and Unicode

Total characters	17736627
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	LIQUIDADA
2nd row	LIQUIDADA
3rd row	LIQUIDADA
4th row	LIQUIDADA
5th row	LIQUIDADA

Value	Count	Frequency (%)
LIQUIDADA	1829953	87.8%
ATIVA	253410	12.2%

Histogram of lengths of the category

Value	Count	Frequency (%)
liquidada	1829953	87.8%
ativa	253410	12.2%

Most occurring characters

Value	Count	Frequency (%)
A	4166726	23.5%
I	3913316	22.1%
D	3659906	20.6%
L	1829953	10.3%
Q	1829953	10.3%
U	1829953	10.3%
T	253410	1.4%
V	253410	1.4%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	17736627	100.0%

Most frequent character per category

Value	Count	Frequency (%)
A	4166726	23.5%
I	3913316	22.1%
D	3659906	20.6%
L	1829953	10.3%
Q	1829953	10.3%
U	1829953	10.3%
T	253410	1.4%
V	253410	1.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	17736627	100.0%

Most frequent character per script

Value	Count	Frequency (%)
A	4166726	23.5%
I	3913316	22.1%
D	3659906	20.6%
L	1829953	10.3%
Q	1829953	10.3%
U	1829953	10.3%
T	253410	1.4%
V	253410	1.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	17736627	100.0%

Most frequent character per block

Value	Count	Frequency (%)
A	4166726	23.5%
I	3913316	22.1%
D	3659906	20.6%
L	1829953	10.3%
Q	1829953	10.3%
U	1829953	10.3%
T	253410	1.4%
V	253410	1.4%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	cliente	cpf_cnpj	uf	municipio	municipio_codigo	data_da_contratacao	valor_da_operacao_em_reais	valor_desembolsado_reais	fonte_de_recurso_desembolsos	custo_financeiro	juros	prazo_carencia_meses	prazo_amortizacao_meses	modalidade_de_apoio	forma_de_apoio	produto	instrumento_financeiro	inovacao	area_operacional	setor_cnae	subsetor_cnae_agrupado	subsetor_cnae_codigo	subsetor_cnae_nome	setor_bndes	subsetor_bndes	porte_do_cliente	natureza_do_cliente	instituicao_financeira_credenciada	cnpj_do_agente_financeiro	situacao_da_operacao
0	BANCO COOPERATIVO SICOOB S.A.	*.38.232/0001-**	SP	PEDREGULHO	3537008	2002-01-02	16000	16000.0	RECURSOS LIVRES - TESOURO	TAXA FIXA	8.75	24	36	REEMBOLSÁVEL	INDIRETA	BNDES AUTOMÁTICO	OUTROS	NÃO	AREA DE OPERACOES E CANAIS DIGITAIS	AGROPECUÁRIA E PESCA	Agropecuária	A0119900	CULT PLANTAS LAVOURA TEMPORARIA NAO ESPECIFICADAS ANTERIORMENTE	AGROPECUÁRIA	AGROPECUÁRIA	MICRO	PRIVADA	BANCO COOPERATIVO SICOOB S.A.	02.038.232.0001-64	LIQUIDADA
1	BANCO REGIONAL DE DESENVOLVIMENTO DO EXTREMO SUL	*.16.560/0001-**	RS	TRES DE MAIO	4321808	2002-01-02	8047	8047.0	RECURSOS VINCULADOS - FAT DEPÓSITOS ESPECIAIS	TAXA FIXA	4.00	0	60	REEMBOLSÁVEL	INDIRETA	BNDES AUTOMÁTICO	PRONAF INVESTIMENTO	NÃO	AREA DE OPERACOES E CANAIS DIGITAIS	AGROPECUÁRIA E PESCA	Agropecuária	A0100000	AGRICULTURA, PECUARIA E SERVICOS RELACIONADOS	AGROPECUÁRIA	AGROPECUÁRIA	MICRO	PRIVADA	BANCO REGIONAL DE DESENVOLVIMENTO DO EXTREMO SUL	92.816.560.0001-37	LIQUIDADA
2	BANCO REGIONAL DE DESENVOLVIMENTO DO EXTREMO SUL	*.16.560/0001-**	RS	ERECHIM	4307005	2002-01-02	8104	8104.0	RECURSOS VINCULADOS - FAT DEPÓSITOS ESPECIAIS	TAXA FIXA	4.00	12	48	REEMBOLSÁVEL	INDIRETA	BNDES AUTOMÁTICO	PRONAF INVESTIMENTO	NÃO	AREA DE OPERACOES E CANAIS DIGITAIS	AGROPECUÁRIA E PESCA	Agropecuária	A0100000	AGRICULTURA, PECUARIA E SERVICOS RELACIONADOS	AGROPECUÁRIA	AGROPECUÁRIA	MICRO	PRIVADA	BANCO REGIONAL DE DESENVOLVIMENTO DO EXTREMO SUL	92.816.560.0001-37	LIQUIDADA
3	BANCO REGIONAL DE DESENVOLVIMENTO DO EXTREMO SUL	*.16.560/0001-**	RS	ERECHIM	4307005	2002-01-02	6304	6304.0	RECURSOS VINCULADOS - FAT DEPÓSITOS ESPECIAIS	TAXA FIXA	4.00	12	48	REEMBOLSÁVEL	INDIRETA	BNDES AUTOMÁTICO	PRONAF INVESTIMENTO	NÃO	AREA DE OPERACOES E CANAIS DIGITAIS	AGROPECUÁRIA E PESCA	Agropecuária	A0100000	AGRICULTURA, PECUARIA E SERVICOS RELACIONADOS	AGROPECUÁRIA	AGROPECUÁRIA	MICRO	PRIVADA	BANCO REGIONAL DE DESENVOLVIMENTO DO EXTREMO SUL	92.816.560.0001-37	LIQUIDADA
4	BANCO REGIONAL DE DESENVOLVIMENTO DO EXTREMO SUL	*.16.560/0001-**	RS	HUMAITA	4309704	2002-01-02	15000	15000.0	RECURSOS VINCULADOS - FAT DEPÓSITOS ESPECIAIS	TAXA FIXA	4.00	0	60	REEMBOLSÁVEL	INDIRETA	BNDES AUTOMÁTICO	PRONAF INVESTIMENTO	NÃO	AREA DE OPERACOES E CANAIS DIGITAIS	AGROPECUÁRIA E PESCA	Agropecuária	A0100000	AGRICULTURA, PECUARIA E SERVICOS RELACIONADOS	AGROPECUÁRIA	AGROPECUÁRIA	MICRO	PRIVADA	BANCO REGIONAL DE DESENVOLVIMENTO DO EXTREMO SUL	92.816.560.0001-37	LIQUIDADA
5	BANCO REGIONAL DE DESENVOLVIMENTO DO EXTREMO SUL	*.16.560/0001-**	RS	VERANOPOLIS	4322806	2002-01-02	15000	15000.0	RECURSOS VINCULADOS - FAT DEPÓSITOS ESPECIAIS	TAXA FIXA	4.00	12	84	REEMBOLSÁVEL	INDIRETA	BNDES AUTOMÁTICO	PRONAF INVESTIMENTO	NÃO	AREA DE OPERACOES E CANAIS DIGITAIS	AGROPECUÁRIA E PESCA	Agropecuária	A0100000	AGRICULTURA, PECUARIA E SERVICOS RELACIONADOS	AGROPECUÁRIA	AGROPECUÁRIA	MICRO	PRIVADA	BANCO REGIONAL DE DESENVOLVIMENTO DO EXTREMO SUL	92.816.560.0001-37	LIQUIDADA
6	BANCO REGIONAL DE DESENVOLVIMENTO DO EXTREMO SUL	*.16.560/0001-**	RS	VERANOPOLIS	4322806	2002-01-02	10000	10000.0	RECURSOS VINCULADOS - FAT DEPÓSITOS ESPECIAIS	TAXA FIXA	4.00	12	84	REEMBOLSÁVEL	INDIRETA	BNDES AUTOMÁTICO	PRONAF INVESTIMENTO	NÃO	AREA DE OPERACOES E CANAIS DIGITAIS	AGROPECUÁRIA E PESCA	Agropecuária	A0100000	AGRICULTURA, PECUARIA E SERVICOS RELACIONADOS	AGROPECUÁRIA	AGROPECUÁRIA	MICRO	PRIVADA	BANCO REGIONAL DE DESENVOLVIMENTO DO EXTREMO SUL	92.816.560.0001-37	LIQUIDADA
7	BANCO REGIONAL DE DESENVOLVIMENTO DO EXTREMO SUL	*.16.560/0001-**	RS	VERANOPOLIS	4322806	2002-01-02	15000	15000.0	RECURSOS VINCULADOS - FAT DEPÓSITOS ESPECIAIS	TAXA FIXA	4.00	12	84	REEMBOLSÁVEL	INDIRETA	BNDES AUTOMÁTICO	PRONAF INVESTIMENTO	NÃO	AREA DE OPERACOES E CANAIS DIGITAIS	AGROPECUÁRIA E PESCA	Agropecuária	A0100000	AGRICULTURA, PECUARIA E SERVICOS RELACIONADOS	AGROPECUÁRIA	AGROPECUÁRIA	MICRO	PRIVADA	BANCO REGIONAL DE DESENVOLVIMENTO DO EXTREMO SUL	92.816.560.0001-37	LIQUIDADA
8	BANCO REGIONAL DE DESENVOLVIMENTO DO EXTREMO SUL	*.16.560/0001-**	RS	VISTA ALEGRE DO PRATA	4323606	2002-01-02	11700	11700.0	RECURSOS VINCULADOS - FAT DEPÓSITOS ESPECIAIS	TAXA FIXA	4.00	12	84	REEMBOLSÁVEL	INDIRETA	BNDES AUTOMÁTICO	PRONAF INVESTIMENTO	NÃO	AREA DE OPERACOES E CANAIS DIGITAIS	AGROPECUÁRIA E PESCA	Agropecuária	A0100000	AGRICULTURA, PECUARIA E SERVICOS RELACIONADOS	AGROPECUÁRIA	AGROPECUÁRIA	MICRO	PRIVADA	BANCO REGIONAL DE DESENVOLVIMENTO DO EXTREMO SUL	92.816.560.0001-37	LIQUIDADA
9	BANCO REGIONAL DE DESENVOLVIMENTO DO EXTREMO SUL	*.16.560/0001-**	RS	VISTA ALEGRE DO PRATA	4323606	2002-01-02	15000	15000.0	RECURSOS VINCULADOS - FAT DEPÓSITOS ESPECIAIS	TAXA FIXA	4.00	12	84	REEMBOLSÁVEL	INDIRETA	BNDES AUTOMÁTICO	PRONAF INVESTIMENTO	NÃO	AREA DE OPERACOES E CANAIS DIGITAIS	AGROPECUÁRIA E PESCA	Agropecuária	A0100000	AGRICULTURA, PECUARIA E SERVICOS RELACIONADOS	AGROPECUÁRIA	AGROPECUÁRIA	MICRO	PRIVADA	BANCO REGIONAL DE DESENVOLVIMENTO DO EXTREMO SUL	92.816.560.0001-37	LIQUIDADA

Last rows

	cliente	cpf_cnpj	uf	municipio	municipio_codigo	data_da_contratacao	valor_da_operacao_em_reais	valor_desembolsado_reais	fonte_de_recurso_desembolsos	custo_financeiro	juros	prazo_carencia_meses	prazo_amortizacao_meses	modalidade_de_apoio	forma_de_apoio	produto	instrumento_financeiro	inovacao	area_operacional	setor_cnae	subsetor_cnae_agrupado	subsetor_cnae_codigo	subsetor_cnae_nome	setor_bndes	subsetor_bndes	porte_do_cliente	natureza_do_cliente	instituicao_financeira_credenciada	cnpj_do_agente_financeiro	situacao_da_operacao
2083353	INDUSTRIAS ROMI S A	*.20.428/0001-**	SP	SAO JOSE DO RIO PRETO	3549805	2021-05-31	450000	450000.0	RECURSOS LIVRES - FAT	TLP	6.21	3	45	REEMBOLSÁVEL	INDIRETA	BNDES FINAME	BK AQUISIÇÃO E COMERCIALIZAÇÃO	NÃO	AREA DE OPERACOES E CANAIS DIGITAIS	INDUSTRIA DE TRANSFORMAÇÃO	Máquinas e equipamentos	C2862300	FAB MAQ EQ INDUSTRIA ALIMENTOS BEBIDAS E FUMO PECAS E ACESSORIOS	INDUSTRIA	MECÂNICA	GRANDE	PRIVADA	BANCO VOTORANTIM S.A.	59.588.111.0001-03	ATIVA
2083354	J A MORAES DE LARA - LAJES	*.97.609/0001-**	PR	ITAPERUCU	4111258	2021-05-31	100000	100000.0	RECURSOS LIVRES - PRÓPRIOS	TAXA FIXA	13.61	3	57	REEMBOLSÁVEL	INDIRETA	BNDES AUTOMÁTICO	LINHA EMPRÉSTIMO PARA MICRO E PEQUENAS EMPRESAS	NÃO	AREA DE OPERACOES E CANAIS DIGITAIS	INDUSTRIA DE TRANSFORMAÇÃO	Mineral não metálico	C2330302	FABRICACAO DE ARTEFATOS DE CIMENTO PARA USO NA CONSTRUCAO	INDUSTRIA	OUTRAS	PEQUENA	PRIVADA	COOPERATIVA CENTRAL DE CREDITO RURAL COM INT (01401771)	01.401.771.0001-53	ATIVA
2083355	JULIANE POMAGERSKI 07689672957	*.68.334/0001-**	PR	FRANCISCO BELTRAO	4108403	2021-05-31	6000	6000.0	RECURSOS LIVRES - PRÓPRIOS	SELIC	1.25	0	120	REEMBOLSÁVEL	INDIRETA	BNDES AUTOMÁTICO	PROCAPCRED	NÃO	AREA DE OPERACOES E CANAIS DIGITAIS	COMERCIO E SERVICOS	Ativ financeira e seguro	K6424703	COOPERATIVAS DE CREDITO MUTUO	COMERCIO/SERVICOS	COMÉRCIO E SERVIÇOS	MICRO	PRIVADA	COOPERATIVA CENTRAL DE CREDITO - AILOS	05.463.212.0001-29	ATIVA
2083356	JUSSARA FATIMA PACHECO 65098404991	*.83.609/0001-**	PR	CASCAVEL	4104808	2021-05-31	15000	15000.0	RECURSOS LIVRES - PRÓPRIOS	TAXA FIXA	20.89	3	9	REEMBOLSÁVEL	INDIRETA	BNDES AUTOMÁTICO	LINHA EMPRÉSTIMO PARA MICRO E PEQUENAS EMPRESAS	NÃO	AREA DE OPERACOES E CANAIS DIGITAIS	COMERCIO E SERVICOS	Comércio	G4755503	COMERCIO VAREJISTA DE ARTIGOS DE CAMA, MESA E BANHO	COMERCIO/SERVICOS	COMÉRCIO E SERVIÇOS	MICRO	PRIVADA	COOPERATIVA CENTRAL DE CREDITO RURAL COM INT (01401771)	01.401.771.0001-53	ATIVA
2083357	L DELFINO TOMAZELLI - TRANSPORTES	*.12.975/0001-**	PR	CASCAVEL	4104808	2021-05-31	15000	15000.0	RECURSOS LIVRES - PRÓPRIOS	TAXA FIXA	20.89	3	9	REEMBOLSÁVEL	INDIRETA	BNDES AUTOMÁTICO	LINHA EMPRÉSTIMO PARA MICRO E PEQUENAS EMPRESAS	NÃO	AREA DE OPERACOES E CANAIS DIGITAIS	COMERCIO E SERVICOS	Transporte terrestre	H4930202	TRANSP ROD CARGA EXC PROD PERIG MUDANCA INTER-MUN-EST-NACIONAL	INFRA-ESTRUTURA	TRANSPORTE RODOVIÁRIO	MICRO	PRIVADA	COOPERATIVA CENTRAL DE CREDITO RURAL COM INT (01401771)	01.401.771.0001-53	ATIVA
2083358	LUIZ HENRIQUE PEREIRA 09189608941	*.40.920/0001-**	SC	TREZE DE MAIO	4218400	2021-05-31	4000	4000.0	RECURSOS LIVRES - PRÓPRIOS	TAXA FIXA	9.24	0	60	REEMBOLSÁVEL	INDIRETA	BNDES AUTOMÁTICO	PROCAPCRED	NÃO	AREA DE OPERACOES E CANAIS DIGITAIS	COMERCIO E SERVICOS	Ativ financeira e seguro	K6424704	COOPERATIVAS DE CREDITO RURAL	COMERCIO/SERVICOS	COMÉRCIO E SERVIÇOS	MICRO	PRIVADA	COOPERATIVA CENTRAL DE CREDITO RURAL COM INTERACAO SOLI	07.202.627.0001-74	ATIVA
2083359	LUMA - COMERCIO E PRODUCAO DE ARTEFATOS PLASTICOS EIREL	*.94.946/0001-**	PR	SAO JOSE DOS PINHAIS	4125506	2021-05-31	105130	NaN	-	SELIC	7.34	12	48	REEMBOLSÁVEL	INDIRETA	BNDES AUTOMÁTICO	LINHA EMPRÉSTIMO PARA MICRO E PEQUENAS EMPRESAS	NÃO	AREA DE OPERACOES E CANAIS DIGITAIS	INDUSTRIA DE TRANSFORMAÇÃO	Borracha e plástico	C2229302	FABRICACAO ARTEFATOS DE MATERIAL PLASTICO PARA USOS INDUSTRIAIS	INDUSTRIA	OUTRAS	MÉDIA	PRIVADA	AGENCIA DE FOMENTO DO PARANA S.A.	03.584.906.0001-99	ATIVA
2083360	LUPATINI & KRAEMER LTDA	*.74.998/0001-**	RS	CARAZINHO	4304705	2021-05-31	400000	400000.0	RECURSOS LIVRES - PRÓPRIOS	SELIC	4.25	3	57	REEMBOLSÁVEL	INDIRETA	BNDES AUTOMÁTICO	LINHA EMPRÉSTIMO PARA MICRO E PEQUENAS EMPRESAS	NÃO	AREA DE OPERACOES E CANAIS DIGITAIS	COMERCIO E SERVICOS	Comércio	G4665600	COM ATAC MAQ E EQUIPAMENTOS PARA USO COMERCIAL, PARTES E PECAS	COMERCIO/SERVICOS	COMÉRCIO E SERVIÇOS	PEQUENA	PRIVADA	BANCO BRADESCO S.A.	60.746.948.0001-12	ATIVA
2083361	INDUSTRIAS ROMI S A	*.20.428/0001-**	SP	RIO DAS PEDRAS	3544004	2021-05-31	763000	763000.0	RECURSOS LIVRES - FAT	TLP	6.21	3	45	REEMBOLSÁVEL	INDIRETA	BNDES FINAME	BK AQUISIÇÃO E COMERCIALIZAÇÃO	NÃO	AREA DE OPERACOES E CANAIS DIGITAIS	INDUSTRIA DE TRANSFORMAÇÃO	Veículo, reboque e carroceria	C2949299	FAB OUTRAS PECAS ACESS P/VEIC AUTOMOTORES NAO ESPECI ANTERIOR	INDUSTRIA	MATERIAL DE TRANSPORTE	GRANDE	PRIVADA	BANCO SANTANDER (BRASIL) S.A.	90.400.888.0001-42	ATIVA
2083362	VLP TRANSPORTES LTDA	*.44.788/0001-**	PR	PARANAGUA	4118204	2021-05-31	600000	NaN	-	SELIC	7.90	3	57	REEMBOLSÁVEL	INDIRETA	BNDES FINAME	BK AQUISIÇÃO E COMERCIALIZAÇÃO	NÃO	AREA DE OPERACOES E CANAIS DIGITAIS	COMERCIO E SERVICOS	Transporte terrestre	H4930201	TRANSP ROD CARGA EXCETO PRODUTOS PERIGOSOS E MUDANCAS, MUNICIPAL	INFRA-ESTRUTURA	TRANSPORTE RODOVIÁRIO	MÉDIA	PRIVADA	BANCO CNH INDUSTRIAL CAPITAL S.A.	02.992.446.0001-75	ATIVA

Most frequent

	cliente	cpf_cnpj	uf	municipio	municipio_codigo	data_da_contratacao	valor_da_operacao_em_reais	valor_desembolsado_reais	fonte_de_recurso_desembolsos	custo_financeiro	juros	prazo_carencia_meses	prazo_amortizacao_meses	modalidade_de_apoio	forma_de_apoio	produto	instrumento_financeiro	inovacao	area_operacional	setor_cnae	subsetor_cnae_agrupado	subsetor_cnae_codigo	subsetor_cnae_nome	setor_bndes	subsetor_bndes	porte_do_cliente	natureza_do_cliente	instituicao_financeira_credenciada	cnpj_do_agente_financeiro	situacao_da_operacao	count
12515	BANCO DO BRASIL SA	*.00.000/0001-**	RS	SANTA CRUZ DO SUL	4316808	2005-06-17	2000	2000.0	RECURSOS LIVRES - TESOURO	TAXA FIXA	8.75	12	24	REEMBOLSÁVEL	INDIRETA	BNDES AUTOMÁTICO	MODERINFRA	NÃO	AREA DE OPERACOES E CANAIS DIGITAIS	COMERCIO E SERVICOS	Ativ aux transporte e entrega	H5211799	DEPOSITO MERCADORIA P/TERCEIRO EXC ARMAZEM GERAL GUARDA-MOVEIS	INFRA-ESTRUTURA	ATV. AUX. TRANSPORTES	MICRO	PRIVADA	BANCO DO BRASIL SA	00.000.000.0001-91	LIQUIDADA	393
16410	BANCO DO ESTADO DO RIO GRANDE DO SUL SA	*.02.067/0001-**	RS	HULHA NEGRA	4309654	2002-06-21	4000	4000.0	RECURSOS VINCULADOS - FAT DEPÓSITOS ESPECIAIS	TAXA FIXA	4.00	36	60	REEMBOLSÁVEL	INDIRETA	BNDES AUTOMÁTICO	PRONAF INVESTIMENTO	NÃO	AREA DE OPERACOES E CANAIS DIGITAIS	AGROPECUÁRIA E PESCA	Agropecuária	A0100000	AGRICULTURA, PECUARIA E SERVICOS RELACIONADOS	AGROPECUÁRIA	AGROPECUÁRIA	MICRO	PRIVADA	BANCO DO ESTADO DO RIO GRANDE DO SUL SA	92.702.067.0001-96	ATIVA	139
12463	BANCO DO BRASIL SA	*.00.000/0001-**	RS	SANTA CRUZ DO SUL	4316808	2005-05-18	2000	2000.0	RECURSOS LIVRES - TESOURO	TAXA FIXA	8.75	12	24	REEMBOLSÁVEL	INDIRETA	BNDES AUTOMÁTICO	MODERINFRA	NÃO	AREA DE OPERACOES E CANAIS DIGITAIS	COMERCIO E SERVICOS	Ativ aux transporte e entrega	H5211799	DEPOSITO MERCADORIA P/TERCEIRO EXC ARMAZEM GERAL GUARDA-MOVEIS	INFRA-ESTRUTURA	ATV. AUX. TRANSPORTES	MICRO	PRIVADA	BANCO DO BRASIL SA	00.000.000.0001-91	LIQUIDADA	136
16398	BANCO DO ESTADO DO RIO GRANDE DO SUL SA	*.02.067/0001-**	RS	HERVAL	4307104	2002-06-25	3200	3200.0	RECURSOS VINCULADOS - FAT DEPÓSITOS ESPECIAIS	TAXA FIXA	4.00	36	60	REEMBOLSÁVEL	INDIRETA	BNDES AUTOMÁTICO	PRONAF INVESTIMENTO	NÃO	AREA DE OPERACOES E CANAIS DIGITAIS	AGROPECUÁRIA E PESCA	Agropecuária	A0100000	AGRICULTURA, PECUARIA E SERVICOS RELACIONADOS	AGROPECUÁRIA	AGROPECUÁRIA	MICRO	PRIVADA	BANCO DO ESTADO DO RIO GRANDE DO SUL SA	92.702.067.0001-96	ATIVA	104
16525	BANCO DO ESTADO DO RIO GRANDE DO SUL SA	*.02.067/0001-**	RS	JOIA	4311155	2002-06-21	4000	4000.0	RECURSOS VINCULADOS - FAT DEPÓSITOS ESPECIAIS	TAXA FIXA	4.00	36	60	REEMBOLSÁVEL	INDIRETA	BNDES AUTOMÁTICO	PRONAF INVESTIMENTO	NÃO	AREA DE OPERACOES E CANAIS DIGITAIS	AGROPECUÁRIA E PESCA	Agropecuária	A0100000	AGRICULTURA, PECUARIA E SERVICOS RELACIONADOS	AGROPECUÁRIA	AGROPECUÁRIA	MICRO	PRIVADA	BANCO DO ESTADO DO RIO GRANDE DO SUL SA	92.702.067.0001-96	LIQUIDADA	91
42037	HORIZONTE EXPRESS TRANSPORTES LTDA	*.65.584/0001-**	PE	OLINDA	2609600	2015-09-02	42237	42237.0	RECURSOS LIVRES - PRÓPRIOS	TAXA FIXA	17.64	6	66	REEMBOLSÁVEL	INDIRETA	BNDES FINAME	BK AQUISIÇÃO E COMERCIALIZAÇÃO	NÃO	AREA DE OPERACOES E CANAIS DIGITAIS	COMERCIO E SERVICOS	Ativ aux transporte e entrega	H5250805	OPERADOR DE TRANSPORTE MULTIMODAL - OTM	INFRA-ESTRUTURA	ATV. AUX. TRANSPORTES	GRANDE	PRIVADA	BANCO VOLKSWAGEN S.A.	59.109.165.0001-49	ATIVA	87
42040	HORIZONTE EXPRESS TRANSPORTES LTDA	*.65.584/0001-**	PE	OLINDA	2609600	2015-09-02	70366	70366.0	RECURSOS LIVRES - TESOURO	TAXA FIXA	10.00	6	66	REEMBOLSÁVEL	INDIRETA	BNDES FINAME	PSI - BK - Ônibus e Caminhão	NÃO	AREA DE OPERACOES E CANAIS DIGITAIS	COMERCIO E SERVICOS	Ativ aux transporte e entrega	H5250805	OPERADOR DE TRANSPORTE MULTIMODAL - OTM	INFRA-ESTRUTURA	ATV. AUX. TRANSPORTES	GRANDE	PRIVADA	BANCO VOLKSWAGEN S.A.	59.109.165.0001-49	ATIVA	87
16385	BANCO DO ESTADO DO RIO GRANDE DO SUL SA	*.02.067/0001-**	RS	HERVAL	4307104	2002-06-21	3200	3200.0	RECURSOS VINCULADOS - FAT DEPÓSITOS ESPECIAIS	TAXA FIXA	4.00	36	60	REEMBOLSÁVEL	INDIRETA	BNDES AUTOMÁTICO	PRONAF INVESTIMENTO	NÃO	AREA DE OPERACOES E CANAIS DIGITAIS	AGROPECUÁRIA E PESCA	Agropecuária	A0100000	AGRICULTURA, PECUARIA E SERVICOS RELACIONADOS	AGROPECUÁRIA	AGROPECUÁRIA	MICRO	PRIVADA	BANCO DO ESTADO DO RIO GRANDE DO SUL SA	92.702.067.0001-96	ATIVA	80
17073	BANCO DO ESTADO DO RIO GRANDE DO SUL SA	*.02.067/0001-**	RS	SANTANA DO LIVRAMENTO	4317103	2002-06-21	4000	4000.0	RECURSOS VINCULADOS - FAT DEPÓSITOS ESPECIAIS	TAXA FIXA	4.00	36	60	REEMBOLSÁVEL	INDIRETA	BNDES AUTOMÁTICO	PRONAF INVESTIMENTO	NÃO	AREA DE OPERACOES E CANAIS DIGITAIS	AGROPECUÁRIA E PESCA	Agropecuária	A0100000	AGRICULTURA, PECUARIA E SERVICOS RELACIONADOS	AGROPECUÁRIA	AGROPECUÁRIA	MICRO	PRIVADA	BANCO DO ESTADO DO RIO GRANDE DO SUL SA	92.702.067.0001-96	ATIVA	77
12566	BANCO DO BRASIL SA	*.00.000/0001-**	RS	SANTA CRUZ DO SUL	4316808	2005-06-30	2000	2000.0	RECURSOS LIVRES - TESOURO	TAXA FIXA	8.75	0	24	REEMBOLSÁVEL	INDIRETA	BNDES AUTOMÁTICO	MODERINFRA	NÃO	AREA DE OPERACOES E CANAIS DIGITAIS	COMERCIO E SERVICOS	Ativ aux transporte e entrega	H5211799	DEPOSITO MERCADORIA P/TERCEIRO EXC ARMAZEM GERAL GUARDA-MOVEIS	INFRA-ESTRUTURA	ATV. AUX. TRANSPORTES	MICRO	PRIVADA	BANCO DO BRASIL SA	00.000.000.0001-91	LIQUIDADA	68

Overview

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Most occurring characters

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Most occurring scripts

Most frequent character per script

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Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters